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--cds-color-lighten-500: rgba(255, 255, 255, 0.5); --cds-color-lighten-400: rgba(255, 255, 255, 0.4); --cds-color-lighten-300: rgba(255, 255, 255, 0.3); --cds-color-lighten-200: rgba(255, 255, 255, 0.2); --cds-color-lighten-100: rgba(255, 255, 255, 0.1); --cds-color-lighten-50: rgba(255, 255, 255, 0.05); --cds-color-lighten-25: rgba(255, 255, 255, 0.03); --cds-color-lighten-0: rgba(255, 255, 255, 0); --cds-color-pink-975: #1e051a; --cds-color-pink-950: #45093a; --cds-color-pink-900: #661057; --cds-color-pink-800: #7d166a; --cds-color-pink-700: #9c1a84; --cds-color-pink-600: #c429a8; --cds-color-pink-500: #e339c4; --cds-color-pink-400: #f05bd5; --cds-color-pink-300: #ff82e7; --cds-color-pink-200: #ffa6ee; --cds-color-pink-100: #ffccf5; --cds-color-pink-50: #ffe0f9; --cds-color-pink-25: #fff2fd; --cds-color-red-975: #2e0007; --cds-color-red-950: #66000f; --cds-color-red-900: #9e0018; --cds-color-red-800: #c4001d; --cds-color-red-700: #d30a28; --cds-color-red-600: #ed2644; --cds-color-red-500: #f0465f; --cds-color-red-400: #fc657d; --cds-color-red-300: #ff8f9f; --cds-color-red-200: #ffb0bc; --cds-color-red-100: #fad2d8; --cds-color-red-50: #fce5e8; --cds-color-red-25: #fdf5f5; --cds-color-green-975: #02150f; --cds-color-green-950: #062e21; --cds-color-green-900: #074735; --cds-color-green-800: #095941; --cds-color-green-700: #087051; --cds-color-green-600: #118f69; --cds-color-green-500: #22a880; --cds-color-green-400: #3bc29a; --cds-color-green-300: #66dab7; --cds-color-green-200: #94e5cd; --cds-color-green-100: #b8f2e1; --cds-color-green-50: #cffaed; --cds-color-green-25: #ebfdf8; --cds-color-yellow-975: #200900; --cds-color-yellow-950: #471400; --cds-color-yellow-900: #6b1e00; --cds-color-yellow-800: #852600; --cds-color-yellow-700: #a32e00; --cds-color-yellow-600: #c74504; --cds-color-yellow-500: #de6000; --cds-color-yellow-400: #f28100; --cds-color-yellow-300: #faaf00; --cds-color-yellow-200: #ffc936; --cds-color-yellow-100: #ffdc96; --cds-color-yellow-50: #ffeac9; --cds-color-yellow-25: #fff4e8; --cds-color-purple-975: #150333; --cds-color-purple-950: #340385; --cds-color-purple-900: #4a0fab; --cds-color-purple-800: #5b15cf; --cds-color-purple-700: #6923de; --cds-color-purple-600: #8040ed; --cds-color-purple-500: #9258f5; --cds-color-purple-400: #a678f5; --cds-color-purple-300: #c29ffc; --cds-color-purple-200: #d3bbfa; --cds-color-purple-100: #e7d9ff; --cds-color-purple-50: #f1e8ff; --cds-color-purple-25: #f9f5ff; --cds-color-blue-975: #00112a; --cds-color-blue-950: #002761; --cds-color-blue-900: #003b8f; --cds-color-blue-800: #0048b0; --cds-color-blue-700: #0056d2; --cds-color-blue-600: #1e72eb; --cds-color-blue-500: #3587fc; --cds-color-blue-400: #5b9dfc; --cds-color-blue-300: #87b8ff; --cds-color-blue-200: #adcfff; --cds-color-blue-100: #cfe2ff; --cds-color-blue-50: #e3eeff; --cds-color-blue-25: #f0f6ff; --cds-color-grey-975: #0f1114; --cds-color-grey-950: #1e2229; --cds-color-grey-900: #2d3440; --cds-color-grey-800: #363f52; --cds-color-grey-700: #404b61; --cds-color-grey-600: #5b6780; --cds-color-grey-500: #6d7c99; --cds-color-grey-400: #8495b0; --cds-color-grey-300: #a7b4c9; --cds-color-grey-200: #c1cad9; --cds-color-grey-100: #dae1ed; --cds-color-grey-50: #e8eef7; --cds-color-grey-25: #f2f5fa; --cds-color-white-0: #ffffff; --cds-text-decoration-link: underline; --cds-font-family-boutros-coursera: Boutros Coursera, Tahoma, sans-serif; --cds-font-family-source-sans-pro: Source Sans Pro, Arial, sans-serif; --cds-font-size-1100: 5.5rem; --cds-font-size-1050: 5.25rem; --cds-font-size-1000: 5rem; --cds-font-size-950: 4.75rem; --cds-font-size-900: 4.5rem; --cds-font-size-850: 4.25rem; --cds-font-size-800: 4rem; --cds-font-size-750: 3.75rem; --cds-font-size-700: 3.5rem; --cds-font-size-650: 3.25rem; --cds-font-size-600: 3rem; --cds-font-size-550: 2.75rem; --cds-font-size-500: 2.5rem; --cds-font-size-450: 2.25rem; --cds-font-size-400: 2rem; --cds-font-size-375: 1.875rem; --cds-font-size-350: 1.75rem; --cds-font-size-300: 1.5rem; --cds-font-size-250: 1.25rem; --cds-font-size-200: 1rem; --cds-font-size-175: 0.875rem; --cds-font-size-150: 0.75rem; --cds-font-size-125: 0.625rem; --cds-font-size-100: 0.5rem; --cds-letter-spacing-minus30: -0.003em; --cds-letter-spacing-minus50: -0.005em; --cds-letter-spacing-minus100: -0.01em; --cds-letter-spacing-100: 0.01em; --cds-letter-spacing-0: 0em; --cds-line-height-1200: 6rem; --cds-line-height-1150: 5.75rem; --cds-line-height-1100: 5.5rem; --cds-line-height-1050: 5.25rem; --cds-line-height-1000: 5rem; --cds-line-height-900: 4.5rem; --cds-line-height-850: 4.25rem; --cds-line-height-800: 4rem; --cds-line-height-700: 3.5rem; --cds-line-height-650: 3.25rem; --cds-line-height-600: 3rem; --cds-line-height-550: 2.75rem; --cds-line-height-525: 2.625rem; --cds-line-height-500: 2.5rem; --cds-line-height-450: 2.25rem; --cds-line-height-400: 2rem; --cds-line-height-350: 1.75rem; --cds-line-height-300: 1.5rem; --cds-line-height-250: 1.25rem; --cds-line-height-200: 1rem; --cds-line-height-175: 0.875rem; --cds-line-height-150: 0.75rem; --cds-base: 8; --cds-font-weight-700: 700; --cds-font-weight-600: 600; --cds-font-weight-400: 400; --cds-border-radius-max: 50px; --cds-border-radius-400: 32px; --cds-border-radius-200: 16px; --cds-border-radius-100: 8px; --cds-border-radius-50: 4px; --cds-border-radius-25: 2px; --cds-spacing-1400: 112px; --cds-spacing-1000: 80px; --cds-spacing-800: 64px; --cds-spacing-600: 48px; --cds-spacing-400: 32px; --cds-spacing-300: 24px; --cds-spacing-200: 16px; --cds-spacing-150: 12px; --cds-spacing-100: 8px; --cds-spacing-50: 4px; --cds-color-emphasis-quaternary-content-default: var(--cds-color-purple-950); --cds-color-emphasis-quaternary-stroke-default: var(--cds-color-purple-700); --cds-color-emphasis-quaternary-background-xweak: var(--cds-color-purple-25); --cds-color-emphasis-quaternary-background-weak: var(--cds-color-purple-50); --cds-color-emphasis-quaternary-background-default: var(--cds-color-purple-600); --cds-color-emphasis-quaternary-background-strong: var(--cds-color-purple-700); --cds-color-emphasis-quaternary-background-xstrong: var(--cds-color-purple-900); --cds-color-emphasis-tertiary-content-default: var(--cds-color-yellow-800); --cds-color-emphasis-tertiary-stroke-default: var(--cds-color-yellow-300); --cds-color-emphasis-tertiary-background-xweak: var(--cds-color-yellow-25); --cds-color-emphasis-tertiary-background-weak: var(--cds-color-yellow-50); --cds-color-emphasis-tertiary-background-default: var(--cds-color-yellow-300); --cds-color-emphasis-tertiary-background-strong: var(--cds-color-yellow-500); --cds-color-emphasis-tertiary-background-xstrong: var(--cds-color-yellow-600); --cds-color-emphasis-secondary-stroke-default: var(--cds-color-pink-500); --cds-color-emphasis-secondary-content-default: var(--cds-color-pink-800); --cds-color-emphasis-secondary-background-xweak: var(--cds-color-pink-25); --cds-color-emphasis-secondary-background-weak: var(--cds-color-pink-50); --cds-color-emphasis-secondary-background-xstrong: var(--cds-color-pink-700); --cds-color-emphasis-secondary-background-strong: var(--cds-color-pink-600); --cds-color-emphasis-secondary-background-default: var(--cds-color-pink-500); --cds-color-emphasis-neutral-stroke-default: var(--cds-color-grey-600); --cds-color-emphasis-neutral-content-default: var(--cds-color-grey-600); --cds-color-emphasis-neutral-background-xweak: var(--cds-color-grey-25); --cds-color-emphasis-neutral-background-weak: var(--cds-color-grey-50); --cds-color-emphasis-neutral-background-default: var(--cds-color-grey-500); --cds-color-emphasis-neutral-background-xstrong: var(--cds-color-grey-900); --cds-color-emphasis-neutral-background-xxstrong: var(--cds-color-grey-975); --cds-color-emphasis-primary-background-xweak: var(--cds-color-blue-25); --cds-color-emphasis-primary-background-strong: var(--cds-color-blue-700); --cds-color-emphasis-primary-background-default: var(--cds-color-blue-500); --cds-color-emphasis-primary-background-xstrong: var(--cds-color-blue-800); --cds-color-emphasis-primary-background-weak: var(--cds-color-blue-50); --cds-color-emphasis-primary-background-xxstrong: var(--cds-color-blue-950); --cds-color-emphasis-primary-stroke-default: var(--cds-color-blue-500); --cds-color-emphasis-primary-content-default: var(--cds-color-blue-800); --cds-typography-action-secondary: var(--cds-font-weight-600) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-action-primary: var(--cds-font-weight-600) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-body-secondary: var(--cds-font-weight-400) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-body-primary: var(--cds-font-weight-400) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-subtitle-medium: var(--cds-font-weight-600) var(--cds-font-size-200) / var(--cds-line-height-250) var(--cds-font-family-source-sans-pro); --cds-typography-subtitle-large: var(--cds-font-weight-600) var(--cds-font-size-250) / var(--cds-line-height-300) var(--cds-font-family-source-sans-pro); --cds-typography-title-small-sm: var(--cds-font-weight-600) var(--cds-font-size-300) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-small: var(--cds-font-weight-600) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-medium-sm: var(--cds-font-weight-600) var(--cds-font-size-350) / var(--cds-line-height-450) var(--cds-font-family-source-sans-pro); --cds-typography-title-medium: var(--cds-font-weight-600) var(--cds-font-size-450) / var(--cds-line-height-525) var(--cds-font-family-source-sans-pro); --cds-typography-title-large-sm: var(--cds-font-weight-600) var(--cds-font-size-400) / var(--cds-line-height-500) var(--cds-font-family-source-sans-pro); --cds-typography-title-large: var(--cds-font-weight-600) var(--cds-font-size-600) / var(--cds-line-height-700) var(--cds-font-family-source-sans-pro); --cds-typography-display-sm: var(--cds-font-weight-600) var(--cds-font-size-500) / var(--cds-line-height-550) var(--cds-font-family-source-sans-pro); --cds-typography-display: var(--cds-font-weight-600) var(--cds-font-size-800) / var(--cds-line-height-900) var(--cds-font-family-source-sans-pro); } @media (max-width: 1023.95px) { :root { --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); } } :root[dir='rtl'] { --cds-text-decoration-link: underline; --cds-typography-action-secondary: var(--cds-font-weight-700) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-action-primary: var(--cds-font-weight-700) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-body-secondary: var(--cds-font-weight-400) var(--cds-font-size-175) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-body-primary: var(--cds-font-weight-400) var(--cds-font-size-200) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-subtitle-medium: var(--cds-font-weight-700) var(--cds-font-size-200) / var(--cds-line-height-250) var(--cds-font-family-boutros-coursera); --cds-typography-subtitle-large: var(--cds-font-weight-700) var(--cds-font-size-250) / var(--cds-line-height-300) var(--cds-font-family-boutros-coursera); --cds-typography-title-small-sm: var(--cds-font-weight-700) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-small: var(--cds-font-weight-700) var(--cds-font-size-375) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-medium-sm: var(--cds-font-weight-700) var(--cds-font-size-350) / var(--cds-line-height-450) var(--cds-font-family-boutros-coursera); --cds-typography-title-medium: var(--cds-font-weight-700) var(--cds-font-size-450) / var(--cds-line-height-525) var(--cds-font-family-boutros-coursera); --cds-typography-title-large-sm: var(--cds-font-weight-700) var(--cds-font-size-400) / var(--cds-line-height-500) var(--cds-font-family-boutros-coursera); --cds-typography-title-large: var(--cds-font-weight-700) var(--cds-font-size-600) / var(--cds-line-height-700) var(--cds-font-family-boutros-coursera); --cds-typography-display-sm: var(--cds-font-weight-700) var(--cds-font-size-500) / var(--cds-line-height-550) var(--cds-font-family-boutros-coursera); --cds-typography-display: var(--cds-font-weight-700) var(--cds-font-size-800) / var(--cds-line-height-900) var(--cds-font-family-boutros-coursera); } @media (max-width: 1023.95px) { :root[dir='rtl'] { --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); --cds-typography-display: var(--cds-typography-display-sm); --cds-typography-title-large: var(--cds-typography-title-large-sm); --cds-typography-title-medium: var(--cds-typography-title-medium-sm); --cds-typography-title-small: var(--cds-typography-title-small-sm); } } :root { --cds-font-size-body2: 0.875rem; --cds-font-size-title4: 0.875rem; --cds-letter-spacing-250: -0.2px; --cds-letter-spacing-125: -0.1px; --cds-font-family-body: var(--cds-font-family-source-sans-pro); --cds-font-family-title: var(--cds-font-family-source-sans-pro); --cds-font-family-display: var(--cds-font-family-source-sans-pro); --cds-font-size-body1: var(--cds-font-size-200); --cds-font-size-title3: var(--cds-font-size-200); --cds-font-size-title2: var(--cds-font-size-250); --cds-font-size-title1-xs: var(--cds-font-size-300); --cds-font-size-title1-lg: var(--cds-font-size-350); --cds-font-size-display2-xs: var(--cds-font-size-400); --cds-font-size-display2-sm: var(--cds-font-size-450); --cds-font-size-display2-lg: var(--cds-font-size-550); --cds-font-size-display1-xs: var(--cds-font-size-600); --cds-font-size-display1-sm: var(--cds-font-size-800); --cds-font-size-display1-lg: var(--cds-font-size-1050); --cds-letter-spacing-body2: var(--cds-letter-spacing-0); --cds-letter-spacing-body1: var(--cds-letter-spacing-0); --cds-letter-spacing-title4: var(--cds-letter-spacing-125); --cds-letter-spacing-title3: var(--cds-letter-spacing-125); --cds-letter-spacing-title2: var(--cds-letter-spacing-125); --cds-letter-spacing-title1: var(--cds-letter-spacing-125); --cds-letter-spacing-display2: var(--cds-letter-spacing-125); --cds-letter-spacing-display1: var(--cds-letter-spacing-250); --cds-line-height-body2: var(--cds-line-height-250); --cds-line-height-body1: var(--cds-line-height-300); --cds-line-height-title4: var(--cds-line-height-250); --cds-line-height-title3: var(--cds-line-height-300); --cds-line-height-title2: var(--cds-line-height-350); --cds-line-height-title1-xs: var(--cds-line-height-400); --cds-line-height-title1-lg: var(--cds-line-height-450); --cds-line-height-display2-xs: var(--cds-line-height-500); --cds-line-height-display2-sm: var(--cds-line-height-600); --cds-line-height-display2-lg: var(--cds-line-height-650); --cds-line-height-display1-xs: var(--cds-line-height-700); --cds-line-height-display1-sm: var(--cds-line-height-900); --cds-line-height-display1-lg: var(--cds-line-height-1150); --cds-typography-body2: var(--cds-font-weight-400) var(--cds-font-size-body2) / var(--cds-line-height-body2) var(--cds-font-family-body); --cds-typography-body1: var(--cds-font-weight-400) var(--cds-font-size-body1) / var(--cds-line-height-body1) var(--cds-font-family-body); --cds-typography-title4: var(--cds-font-weight-700) var(--cds-font-size-title4) / var(--cds-line-height-title4) var(--cds-font-family-title); --cds-typography-title3-strong: var(--cds-font-weight-700) var(--cds-font-size-title3) / var(--cds-line-height-title3) var(--cds-font-family-title); --cds-typography-title3: var(--cds-font-weight-600) var(--cds-font-size-title3) / var(--cds-line-height-title3) var(--cds-font-family-title); --cds-typography-title2-weak: var(--cds-font-weight-400) var(--cds-font-size-title2) / var(--cds-line-height-title2) var(--cds-font-family-title); --cds-typography-title2: var(--cds-font-weight-600) var(--cds-font-size-title2) / var(--cds-line-height-title2) var(--cds-font-family-title); --cds-typography-title1-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-title1-xs) / var(--cds-line-height-title1-xs) var(--cds-font-family-title); --cds-typography-title1-xs: var(--cds-font-weight-600) var(--cds-font-size-title1-xs) / var(--cds-line-height-title1-xs) var(--cds-font-family-title); --cds-typography-title1-weak: var(--cds-font-weight-400) var(--cds-font-size-title1-lg) / var(--cds-line-height-title1-lg) var(--cds-font-family-title); --cds-typography-title1: var(--cds-font-weight-600) var(--cds-font-size-title1-lg) / var(--cds-line-height-title1-lg) var(--cds-font-family-title); --cds-typography-display2-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-xs) / var(--cds-line-height-display2-xs) var(--cds-font-family-display); --cds-typography-display2-xs: var(--cds-font-weight-600) var(--cds-font-size-display2-xs) / var(--cds-line-height-display2-xs) var(--cds-font-family-display); --cds-typography-display2-sm-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-sm) / var(--cds-line-height-display2-sm) var(--cds-font-family-display); --cds-typography-display2-sm: var(--cds-font-weight-600) var(--cds-font-size-display2-sm) / var(--cds-line-height-display2-sm) var(--cds-font-family-display); --cds-typography-display2-weak: var(--cds-font-weight-400) var(--cds-font-size-display2-lg) / var(--cds-line-height-display2-lg) var(--cds-font-family-display); --cds-typography-display2: var(--cds-font-weight-600) var(--cds-font-size-display2-lg) / var(--cds-line-height-display2-lg) var(--cds-font-family-display); --cds-typography-display1-xs-weak: var(--cds-font-weight-400) var(--cds-font-size-display1-xs) / var(--cds-line-height-display1-xs) var(--cds-font-family-display); --cds-typography-display1-xs: var(--cds-font-weight-600) var(--cds-font-size-display1-xs) / var(--cds-line-height-display1-xs) var(--cds-font-family-display); --cds-typography-display1-sm-weak: var(--cds-font-weight-400) var(--cds-font-size-display1-sm) / var(--cds-line-height-display1-sm) var(--cds-font-family-display); --cds-typography-display1-sm: var(--cds-font-weight-600) var(--cds-font-size-display1-sm) / var(--cds-line-height-display1-sm) var(--cds-font-family-display); --cds-typography-display1-weak: var(--cds-font-weight-400) var(--cds-font-size-display1-lg) / var(--cds-line-height-display1-lg) var(--cds-font-family-display); --cds-typography-display1: var(--cds-font-weight-600) var(--cds-font-size-display1-lg) / var(--cds-line-height-display1-lg) var(--cds-font-family-display); } @media (max-width: 1023.95px) { :root { --cds-typography-display1: var(--cds-typography-display1-sm); --cds-typography-display1-weak: var(--cds-typography-display1-sm-weak); --cds-typography-display2: var(--cds-typography-display2-sm); --cds-typography-display2-weak: var(--cds-typography-display2-sm-weak); } } @media (max-width: 599.95px) { :root { --cds-typography-display1: var(--cds-typography-display1-xs); --cds-typography-display1-weak: var(--cds-typography-display1-xs-weak); --cds-typography-display2: var(--cds-typography-display2-xs); --cds-typography-display2-weak: var(--cds-typography-display2-xs-weak); --cds-typography-title1: var(--cds-typography-title1-xs); --cds-typography-title1-weak: var(--cds-typography-title1-xs-weak); } } :root[dir='rtl'] { --cds-font-family-body: var(--cds-font-family-boutros-coursera); --cds-font-family-title: var(--cds-font-family-boutros-coursera); --cds-font-family-display: var(--cds-font-family-boutros-coursera); --cds-letter-spacing-body2: var(--cds-letter-spacing-0); --cds-letter-spacing-body1: var(--cds-letter-spacing-0); --cds-letter-spacing-title4: var(--cds-letter-spacing-0); --cds-letter-spacing-title3: var(--cds-letter-spacing-0); --cds-letter-spacing-title2: var(--cds-letter-spacing-0); --cds-letter-spacing-title1: var(--cds-letter-spacing-0); --cds-letter-spacing-display2: var(--cds-letter-spacing-0); --cds-letter-spacing-display1: var(--cds-letter-spacing-0); } @media (max-width: 1023.95px) { :root[dir='rtl'] { --cds-typography-display1: var(--cds-typography-display1-sm); --cds-typography-display1-weak: var(--cds-typography-display1-sm-weak); --cds-typography-display2: var(--cds-typography-display2-sm); --cds-typography-display2-weak: var(--cds-typography-display2-sm-weak); } } @media (max-width: 599.95px) { :root[dir='rtl'] { --cds-typography-display1: var(--cds-typography-display1-xs); --cds-typography-display1-weak: var(--cds-typography-display1-xs-weak); --cds-typography-display2: var(--cds-typography-display2-xs); --cds-typography-display2-weak: var(--cds-typography-display2-xs-weak); --cds-typography-title1: var(--cds-typography-title1-xs); --cds-typography-title1-weak: var(--cds-typography-title1-xs-weak); } } :root { /* Deprecated intent-based tokens 1.0 retained for backward compatibility, mapped to use 3.0 Global Colors */ --cds-color-utility-warning: var(--cds-color-yellow-200); --cds-color-callouts-background-primary-strong: var(--cds-color-blue-950); --cds-color-callouts-background-primary: var(--cds-color-blue-700); --cds-color-callouts-background-tertiary-weak: var(--cds-color-yellow-25); --cds-color-callouts-background-secondary-weak: var(--cds-color-purple-25); --cds-color-callouts-background-primary-weak: var(--cds-color-blue-50); --cds-color-callouts-tertiary-invert: #b0e5fb; --cds-color-callouts-secondary-invert: var(--cds-color-yellow-200); --cds-color-callouts-tertiary: var(--cds-color-blue-900); --cds-color-callouts-secondary: var(--cds-color-purple-950); --cds-color-feedback-background-warning-weak: var(--cds-color-yellow-25); --cds-color-feedback-background-informative-weak: var(--cds-color-blue-25); --cds-color-feedback-background-success-weak: var(--cds-color-green-25); --cds-color-feedback-background-error-weak: var(--cds-color-red-25); --cds-color-feedback-warning: var(--cds-color-yellow-700); --cds-color-feedback-informative: var(--cds-color-blue-700); --cds-color-feedback-success-invert-weak: var(--cds-color-green-50); --cds-color-feedback-success-hover: var(--cds-color-green-800); --cds-color-feedback-success: var(--cds-color-green-700); --cds-color-feedback-error-invert-weak: var(--cds-color-red-50); --cds-color-feedback-error-hover: var(--cds-color-red-900); --cds-color-feedback-error: var(--cds-color-red-700); --cds-color-neutral-background-primary: var(--cds-color-white-0); --cds-color-neutral-background-primary-weak: var(--cds-color-grey-25); --cds-color-neutral-stroke-primary-invert: var(--cds-color-white-0); --cds-color-neutral-stroke-primary-weak: var(--cds-color-grey-50); --cds-color-neutral-stroke-primary: var(--cds-color-grey-300); --cds-color-neutral-disabled-weak: var(--cds-color-grey-25); --cds-color-neutral-disabled-strong: var(--cds-color-grey-200); --cds-color-neutral-disabled: var(--cds-color-grey-50); --cds-color-neutral-primary-invert: var(--cds-color-white-0); --cds-color-neutral-primary-weak: var(--cds-color-grey-600); --cds-color-neutral-primary: var(--cds-color-grey-975); --cds-color-interactive-background-primary-selected-weak: var(--cds-color-purple-25); --cds-color-interactive-background-primary-pressed-weak: var(--cds-color-purple-25); --cds-color-interactive-background-primary-hover-weak: var(--cds-color-blue-25); --cds-color-interactive-stroke-primary-focus-invert: var(--cds-color-blue-25); --cds-color-interactive-stroke-primary-focus: var(--cds-color-purple-700); --cds-color-interactive-primary-selected: var(--cds-color-purple-950); --cds-color-interactive-primary-pressed: var(--cds-color-purple-950); --cds-color-interactive-primary-hover: var(--cds-color-blue-800); --cds-color-interactive-primary: var(--cds-color-blue-700); } </style><style>.rc-GlobalFooter_copyright-row{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;width:50%}@media (max-width:767px){.rc-GlobalFooter_copyright-row{-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;width:auto}}.rc-GlobalFooter_copyright-row.lohp-rebrand{line-height:1.25rem;font-family:Source Sans Pro,Arial,sans-serif}.rc-GlobalFooter_copyright-row--margin-bottom{margin-bottom:20px}.rc-GlobalFooter_copyright-row--margin-top{margin-top:30px}.rc-GlobalFooter_copyright-row--no-list .rc-GlobalFooter_copyright_col{width:auto}.rc-GlobalFooter_copyright-row_text{color:inherit;font-size:.875rem}@media (max-width:767px){.rc-GlobalFooter_copyright-row_text{font-size:.75rem}}.rc-GlobalFooter_copyright_col{width:50%}@media (max-width:767px){.rc-GlobalFooter_copyright_col{width:auto}}.rc-GlobalFooter_copyright_list{margin:0;padding:0;list-style:none;display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center}@media (max-width:767px){.rc-GlobalFooter_copyright_list{margin-top:4px}}.rc-GlobalFooter_copyright_list_item{margin:0 10px}.rc-GlobalFooter_copyright_list_item:first-of-type{margin:0 10px 0 5px}@media (max-width:767px){.rc-GlobalFooter_copyright_list_item:first-of-type{margin:0 10px}}.rc-GlobalFooter_copyright_list_item_link:hover{color:inherit}.rc-GlobalFooter_column_header{font-family:OpenSans,Arial,sans-serif;font-size:1.5rem;font-weight:700;margin-bottom:20px}@media (max-width:767px){.rc-GlobalFooter_column_header{font-size:1rem;margin-bottom:15px}.rc-GlobalFooter_column_header .rc-GlobalFooter_column_header{margin-bottom:0}.rc-GlobalFooter_column_header--badges,.rc-GlobalFooter_column_header--social-media{margin-bottom:25px}}.rc-GlobalFooter_column_header.lohp-rebrand{font-family:Source Sans Pro,Arial,sans-serif;font-weight:600;font-size:1.25rem;line-height:1.75rem;letter-spacing:-.1px}.rc-GlobalFooter_column_list{margin:0;padding:0;list-style:none;content-visibility:auto;contain-intrinsic-size:1px 406px}.rc-GlobalFooter_column_list--bold{margin-top:20px}.rc-GlobalFooter_column_list--bold .rc-GlobalFooter_column_list_item{font-weight:700}.rc-GlobalFooter_column_list_item{font-size:1rem;line-height:1.75rem}@media (max-width:767px){.rc-GlobalFooter_column_list_item{font-size:.875rem;line-height:1.5rem}}.rc-GlobalFooter_column_list_item.lohp-rebrand{font-family:Source Sans Pro,Arial,sans-serif;font-size:.875rem;line-height:1.25rem}.rc-GlobalFooter_column_list_item_link,.rc-GlobalFooter_column_list_item_link:hover{color:inherit}.rc-GlobalFooter_description{margin:0;line-height:1.5rem}.rc-GlobalFooter .rc-GlobalFooter_column .mobile-app-badges{margin-top:40px}@media (max-width:767px){.rc-GlobalFooter .rc-GlobalFooter_column .mobile-app-badges{margin-top:20px}}.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges{margin-top:25px}@media (max-width:767px){.rc-GlobalFooter .rc-GlobalFooter_column--no-description .mobile-app-badges{margin-top:20px}.rc-GlobalFooter_social-media.lohp-rebrand{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center}.rc-GlobalFooter_social-media.lohp-rebrand .rc-GlobalFooter_social-media_link{margin-left:10px;margin-right:10px}}.rc-GlobalFooter_social-media--centered .rc-GlobalFooter_social-media_link{margin:0 10px}.rc-GlobalFooter_social-media--left-aligned .rc-GlobalFooter_social-media_link{margin-right:20px;margin-left:0}.rc-GlobalFooter_social-media_list{display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;padding:0;margin:0;list-style:none}.rc-GlobalFooter_social-media_link{display:inline-block;margin-left:20px}.rc-GlobalFooter{border-top:1px solid #e4e4e4;padding-top:2.75rem;overflow:hidden}@media (max-width:767px){.rc-GlobalFooter{padding-top:2.5rem}}@media (min-width:768px){.rc-GlobalFooter.lohp-rebrand .bt3-container{max-width:85%}}@media (max-width:767px){.rc-GlobalFooter.lohp-rebrand .bt3-container{max-width:90%;padding-left:0;padding-right:0}}.rc-GlobalFooter_column{width:100%;padding-bottom:2.75rem;padding-left:15px;padding-right:15px}@media (max-width:767px){.rc-GlobalFooter_column{width:100%;padding-bottom:2rem;padding-left:0;padding-right:0}.rc-GlobalFooter_column--mobile-column{width:50%}.rc-GlobalFooter_column--logo-column .rc-GlobalFooter_column_container{max-width:320px}.rc-GlobalFooter_column--left-aligned .rc-GlobalFooter_column_container{margin:0}}.rc-GlobalFooter_column_container{max-width:170px}.rc-GlobalFooter_column_container--logo-column{max-width:210px}.rc-GlobalFooter .mobile-app-badges,.rc-GlobalFooter .mobile-app-badges .mobile-badge{margin:0}.rc-GlobalFooter .mobile-app-badges .mobile-badge:first-of-type{margin-bottom:15px;display:inline-block}@media (max-width:767px){.rc-GlobalFooter .mobile-app-badges .mobile-badge:first-of-type{margin:0}}.rc-PageFooter.hide-top-border{border-top:none}@media (max-width:824px){.rc-PageFooter.sticky-bar{margin-bottom:73px}}@media (max-width:602px){.rc-PageFooter.sticky-bar{margin-bottom:129px}}@media (max-width:767px){.rc-PaidMediaFooter .rc-GlobalFooter_column_container{margin:0 auto}.rc-PaidMediaFooter .rc-GlobalFooter_column_header{text-align:center}.rc-PaidMediaFooter .mobile-app-badges .mobile-badge:last-child{margin-right:0}.rc-PaidMediaFooter .b-corp-logo{margin:25px auto}}.rc-PaidMediaFooter .rc-GlobalFooter_copyright-row{width:100%;-webkit-box-pack:center;-moz-box-pack:center;-o-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center}@media (max-width:1023px){.rc-PaidMediaFooter.sticky-bar{margin-bottom:83px}}.rc-SubFooterSection{padding-left:20px;padding-right:20px}@media (max-width:608px){.rc-SubFooterSection{margin-bottom:1rem}}@media (min-width:768px){.rc-SubFooterSection.lohp-rebrand{margin-bottom:60px}}@media (max-width:767px){.rc-SubFooterSection.lohp-rebrand{margin-bottom:83px}}.rc-SubFooterSection__header{line-height:1.5rem;font-weight:700;font-size:15px;margin-bottom:.75rem;color:#1f1f1f;font-family:OpenSans}.rc-SubFooterSection__header.lohp-rebrand{line-height:1.75rem;letter-spacing:-.1px;font-size:20px;font-family:Source Sans Pro,Arial,sans-serif;font-weight:600}.rc-SubFooterSection__content-column-links{list-style-type:none;padding:0;margin-right:1.125rem;content-visibility:auto;contain-intrinsic-size:1px 670px}.rc-SubFooterSection__content-column-link-item{padding:0;margin-bottom:.625rem;line-height:1.125rem;font-size:.875rem;font-family:OpenSans}.rc-SubFooterSection__content-column-link-item.lohp-rebrand{line-height:1.25rem;font-family:Source Sans Pro,Arial,sans-serif}@media (max-width:608px){.rc-SubFooterSection__content-column-link-item{margin-bottom:.4375rem}}.rc-SubFooterSection__content-column-link-text{color:#1f1f1f}.rc-SubFooterSection__content-column-link-text:hover{color:inherit}.rc-SeoGlobalFooter{background-color:#f8f8f8}.rc-SeoGlobalFooter.lohp-rebrand{background-color:#f5f5f5}@media (max-width:768px){.rc-SeoGlobalFooter.lohp-rebrand.stickyBar{margin-bottom:90px}}.rc-SeoGlobalFooter__content{padding-top:3.0625rem;padding-bottom:8px}@media (max-width:1040px){.rc-SeoGlobalFooter__content{padding-top:2rem}}@media (max-width:608px){.rc-SeoGlobalFooter__content{padding-top:2rem}}.rc-SeoGlobalFooter__content.lohp-rebrand{padding-top:80px}.rc-SeoGlobalFooter__mobile-badges-column-text{display:none}@media (max-width:767px){.rc-SeoGlobalFooter__mobile-badges-column-text{display:block;line-height:1.75rem;font-family:Source Sans Pro,Arial,sans-serif;font-weight:600;font-size:1rem;margin-bottom:1.25rem}}.rc-SeoGlobalFooter__social-media-and-copyright{padding:2.75rem 0;display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-pack:justify;-moz-box-pack:justify;-o-box-pack:justify;-ms-flex-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;-webkit-box-orient:horizontal;-moz-box-orient:horizontal;-o-box-orient:horizontal;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row}@media (min-width:768px){.rc-SeoGlobalFooter__social-media-and-copyright{-webkit-box-align:center;-moz-box-align:center;-o-box-align:center;-ms-flex-align:center;-webkit-align-items:center;align-items:center;border-top:1px solid #e4e4e4}.rc-SeoGlobalFooter__social-media-and-copyright.lohp-rebrand{border-top:1px solid #bdbdbd}}@media (max-width:767px){.rc-SeoGlobalFooter__social-media-and-copyright{padding:1rem 0;border-top:0;display:-webkit-box;display:-moz-box;display:-webkit-flex;display:-ms-flexbox;display:box;display:flex;-webkit-box-direction:reverse;-moz-box-direction:reverse;-o-box-direction:reverse;-webkit-box-orient:vertical;-moz-box-orient:vertical;-o-box-orient:vertical;-webkit-flex-direction:column-reverse;-ms-flex-direction:column-reverse;flex-direction:column-reverse}}.rc-HeaderRightNavButton{position:relative;text-align:left}.rc-HeaderRightNavButton.dropdown-btn{width:245px;min-height:42px;outline:0}.rc-HeaderRightNavButton.dropdown-btn a:focus,.rc-HeaderRightNavButton.dropdown-btn a:hover{outline:0;background-color:#f0f0f0}@media (min-width:768px) and (max-width:1024px){.rc-HeaderRightNavButton.dropdown-btn{width:190px}}.rc-HeaderRightNavButton a,.rc-HeaderRightNavButton button{display:block;width:auto;height:auto;margin:0!important;padding:12px 18px;font-size:16px;line-height:20px;color:#1f1f1f;clear:both;border:0}.rc-HeaderRightNavButton a svg,.rc-HeaderRightNavButton button svg{fill:#000!important;height:20px;line-height:20px;margin-right:5px;margin-top:-3px;width:20px}.rc-HeaderRightNavButton a:focus,.rc-HeaderRightNavButton a:hover,.rc-HeaderRightNavButton button:focus,.rc-HeaderRightNavButton button:hover{text-decoration:none;color:#000}.rc-HeaderRightNavButton a:focus svg,.rc-HeaderRightNavButton a:hover svg,.rc-HeaderRightNavButton button:focus svg,.rc-HeaderRightNavButton button:hover svg{fill:#2a73cc!important}@media (max-width:991px){.rc-HeaderRightNavButton .rc-HeaderRightNavButton a,.rc-HeaderRightNavButton .rc-HeaderRightNavButton button{padding-right:14px}}@media (max-width:767px){.rc-HeaderRightNavButton .rc-HeaderRightNavButton{padding:8px 24px!important;height:40px!important}.rc-HeaderRightNavButton .rc-HeaderRightNavButton a{color:#757575!important;background-color:transparent!important}}.c-ph-career-academy.isLohpRebrand a,.c-ph-enterprise.isLohpRebrand a,.c-ph-student.isLohpRebrand a{font-family:Source Sans 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Pro,Arial,sans-serif;--cds-font-size-1100:5.5rem;--cds-font-size-1050:5.25rem;--cds-font-size-1000:5rem;--cds-font-size-950:4.75rem;--cds-font-size-900:4.5rem;--cds-font-size-850:4.25rem;--cds-font-size-800:4rem;--cds-font-size-750:3.75rem;--cds-font-size-700:3.5rem;--cds-font-size-650:3.25rem;--cds-font-size-600:3rem;--cds-font-size-550:2.75rem;--cds-font-size-500:2.5rem;--cds-font-size-450:2.25rem;--cds-font-size-400:2rem;--cds-font-size-375:1.875rem;--cds-font-size-350:1.75rem;--cds-font-size-300:1.5rem;--cds-font-size-250:1.25rem;--cds-font-size-200:1rem;--cds-font-size-175:0.875rem;--cds-font-size-150:0.75rem;--cds-font-size-125:0.625rem;--cds-font-size-100:0.5rem;--cds-letter-spacing-minus30:-0.003em;--cds-letter-spacing-minus50:-0.005em;--cds-letter-spacing-minus100:-0.01em;--cds-letter-spacing-100:0.01em;--cds-letter-spacing-0:0em;--cds-line-height-1200:6rem;--cds-line-height-1150:5.75rem;--cds-line-height-1100:5.5rem;--cds-line-height-1050:5.25rem;--cds-line-height-1000:5rem;--cds-line-height-900:4.5rem;--cds-line-height-850:4.25rem;--cds-line-height-800:4rem;--cds-line-height-700:3.5rem;--cds-line-height-650:3.25rem;--cds-line-height-600:3rem;--cds-line-height-550:2.75rem;--cds-line-height-525:2.625rem;--cds-line-height-500:2.5rem;--cds-line-height-450:2.25rem;--cds-line-height-400:2rem;--cds-line-height-375:1.875rem;--cds-line-height-350:1.75rem;--cds-line-height-300:1.5rem;--cds-line-height-250:1.25rem;--cds-line-height-200:1rem;--cds-line-height-175:0.875rem;--cds-line-height-150:0.75rem;--cds-base:8;--cds-font-weight-700:700;--cds-font-weight-600:600;--cds-font-weight-400:400;--cds-border-radius-max:50px;--cds-border-radius-400:32px;--cds-border-radius-200:16px;--cds-border-radius-100:8px;--cds-border-radius-50:4px;--cds-border-radius-25:2px;--cds-spacing-1400:112px;--cds-spacing-1000:80px;--cds-spacing-800:64px;--cds-spacing-600:48px;--cds-spacing-400:32px;--cds-spacing-300:24px;--cds-spacing-200:16px;--cds-spacing-150:12px;--cds-spacing-100:8px;--cds-spacing-50:4px;--cds-color-emphasis-quaternary-content-default:var(--cds-color-purple-950);--cds-color-emphasis-quaternary-stroke-default:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xweak:var(--cds-color-purple-25);--cds-color-emphasis-quaternary-background-weak:var(--cds-color-purple-50);--cds-color-emphasis-quaternary-background-default:var(--cds-color-purple-600);--cds-color-emphasis-quaternary-background-strong:var(--cds-color-purple-700);--cds-color-emphasis-quaternary-background-xstrong:var(--cds-color-purple-900);--cds-color-emphasis-tertiary-content-default:var(--cds-color-yellow-800);--cds-color-emphasis-tertiary-stroke-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-xweak:var(--cds-color-yellow-25);--cds-color-emphasis-tertiary-background-weak:var(--cds-color-yellow-50);--cds-color-emphasis-tertiary-background-default:var(--cds-color-yellow-300);--cds-color-emphasis-tertiary-background-strong:var(--cds-color-yellow-500);--cds-color-emphasis-tertiary-background-xstrong:var(--cds-color-yellow-600);--cds-color-emphasis-secondary-stroke-default:var(--cds-color-pink-500);--cds-color-emphasis-secondary-content-default:var(--cds-color-pink-800);--cds-color-emphasis-secondary-background-xweak:var(--cds-color-pink-25);--cds-color-emphasis-secondary-background-weak:var(--cds-color-pink-50);--cds-color-emphasis-secondary-background-xstrong:var(--cds-color-pink-700);--cds-color-emphasis-secondary-background-strong:var(--cds-color-pink-600);--cds-color-emphasis-secondary-background-default:var(--cds-color-pink-500);--cds-color-emphasis-neutral-stroke-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-content-default:var(--cds-color-grey-600);--cds-color-emphasis-neutral-background-xweak:var(--cds-color-grey-25);--cds-color-emphasis-neutral-background-weak:var(--cds-color-grey-50);--cds-color-emphasis-neutral-background-default:var(--cds-color-grey-500);--cds-color-emphasis-neutral-background-xstrong:var(--cds-color-grey-900);--cds-color-emphasis-neutral-background-xxstrong:var(--cds-color-grey-975);--cds-color-emphasis-primary-background-xweak:var(--cds-color-blue-25);--cds-color-emphasis-primary-background-strong:var(--cds-color-blue-700);--cds-color-emphasis-primary-background-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-background-xstrong:var(--cds-color-blue-800);--cds-color-emphasis-primary-background-weak:var(--cds-color-blue-50);--cds-color-emphasis-primary-background-xxstrong:var(--cds-color-blue-950);--cds-color-emphasis-primary-stroke-default:var(--cds-color-blue-500);--cds-color-emphasis-primary-content-default:var(--cds-color-blue-800);--cds-color-utility-warning:var(--cds-color-yellow-200);--cds-color-utility-overlay:var(--cds-color-darken-500);--cds-color-callouts-background-primary-strong:var(--cds-color-blue-950);--cds-color-callouts-background-primary:var(--cds-color-blue-700);--cds-color-callouts-background-tertiary-weak:var(--cds-color-yellow-25);--cds-color-callouts-background-secondary-weak:var(--cds-color-purple-25);--cds-color-callouts-background-primary-weak:var(--cds-color-blue-50);--cds-color-callouts-secondary-invert:var(--cds-color-yellow-200);--cds-color-callouts-tertiary:var(--cds-color-blue-900);--cds-color-callouts-secondary:var(--cds-color-purple-950);--cds-color-feedback-background-warning-weak:var(--cds-color-yellow-25);--cds-color-feedback-background-informative-weak:var(--cds-color-blue-25);--cds-color-feedback-background-success-weak:var(--cds-color-green-25);--cds-color-feedback-background-error-weak:var(--cds-color-red-25);--cds-color-feedback-warning:var(--cds-color-yellow-700);--cds-color-feedback-informative:var(--cds-color-blue-700);--cds-color-feedback-success-invert-weak:var(--cds-color-green-50);--cds-color-feedback-success-hover:var(--cds-color-green-800);--cds-color-feedback-success:var(--cds-color-green-700);--cds-color-feedback-error-invert-weak:var(--cds-color-red-50);--cds-color-feedback-error-hover:var(--cds-color-red-900);--cds-color-feedback-error:var(--cds-color-red-700);--cds-color-neutral-background-primary:var(--cds-color-white-0);--cds-color-neutral-background-primary-weak:var(--cds-color-grey-25);--cds-color-neutral-stroke-primary-invert:var(--cds-color-white-0);--cds-color-neutral-stroke-primary-weak:var(--cds-color-grey-50);--cds-color-neutral-stroke-primary:var(--cds-color-grey-400);--cds-color-neutral-disabled-weak:var(--cds-color-grey-25);--cds-color-neutral-disabled-strong:var(--cds-color-grey-200);--cds-color-neutral-disabled:var(--cds-color-grey-50);--cds-color-neutral-primary-invert:var(--cds-color-white-0);--cds-color-neutral-primary-weak:var(--cds-color-grey-600);--cds-color-neutral-primary:var(--cds-color-grey-975);--cds-color-interactive-background-primary-selected-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-pressed-weak:var(--cds-color-purple-25);--cds-color-interactive-background-primary-hover-weak:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus-invert:var(--cds-color-blue-25);--cds-color-interactive-stroke-primary-focus:var(--cds-color-purple-700);--cds-color-interactive-primary-selected:var(--cds-color-purple-950);--cds-color-interactive-primary-pressed:var(--cds-color-purple-950);--cds-color-interactive-primary-hover:var(--cds-color-blue-800);--cds-color-interactive-primary:var(--cds-color-blue-700);--cds-typography-action-secondary:var(--cds-font-weight-600) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-action-primary:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-medium:var(--cds-font-weight-600) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-source-sans-pro);--cds-typography-subtitle-large:var(--cds-font-weight-600) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-source-sans-pro);--cds-typography-title-small-sm:var(--cds-font-weight-600) var(--cds-font-size-300)/var(--cds-line-height-375) var(--cds-font-family-source-sans-pro);--cds-typography-title-small:var(--cds-font-weight-600) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium-sm:var(--cds-font-weight-600) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-source-sans-pro);--cds-typography-title-medium:var(--cds-font-weight-600) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-source-sans-pro);--cds-typography-title-large-sm:var(--cds-font-weight-600) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-source-sans-pro);--cds-typography-title-large:var(--cds-font-weight-600) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-source-sans-pro);--cds-typography-display-sm:var(--cds-font-weight-600) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-source-sans-pro);--cds-typography-display:var(--cds-font-weight-600) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-source-sans-pro);}@media (max-width: 1023.95px){:root{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root[dir='rtl']{--cds-text-decoration-link:underline;--cds-typography-action-secondary:var(--cds-font-weight-700) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-action-primary:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-body-secondary:var(--cds-font-weight-400) var(--cds-font-size-175)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-body-primary:var(--cds-font-weight-400) var(--cds-font-size-200)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-medium:var(--cds-font-weight-700) var(--cds-font-size-200)/var(--cds-line-height-250) var(--cds-font-family-boutros-coursera);--cds-typography-subtitle-large:var(--cds-font-weight-700) var(--cds-font-size-250)/var(--cds-line-height-300) var(--cds-font-family-boutros-coursera);--cds-typography-title-small-sm:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-small:var(--cds-font-weight-700) var(--cds-font-size-375)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium-sm:var(--cds-font-weight-700) var(--cds-font-size-350)/var(--cds-line-height-450) var(--cds-font-family-boutros-coursera);--cds-typography-title-medium:var(--cds-font-weight-700) var(--cds-font-size-450)/var(--cds-line-height-525) var(--cds-font-family-boutros-coursera);--cds-typography-title-large-sm:var(--cds-font-weight-700) var(--cds-font-size-400)/var(--cds-line-height-500) var(--cds-font-family-boutros-coursera);--cds-typography-title-large:var(--cds-font-weight-700) var(--cds-font-size-600)/var(--cds-line-height-700) var(--cds-font-family-boutros-coursera);--cds-typography-display-sm:var(--cds-font-weight-700) var(--cds-font-size-500)/var(--cds-line-height-550) var(--cds-font-family-boutros-coursera);--cds-typography-display:var(--cds-font-weight-700) var(--cds-font-size-800)/var(--cds-line-height-900) var(--cds-font-family-boutros-coursera);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);--cds-typography-display:var(--cds-typography-display-sm);--cds-typography-title-large:var(--cds-typography-title-large-sm);--cds-typography-title-medium:var(--cds-typography-title-medium-sm);--cds-typography-title-small:var(--cds-typography-title-small-sm);}}:root{--cds-font-size-body2:0.875rem;--cds-font-size-title4:0.875rem;--cds-letter-spacing-250:-0.2px;--cds-letter-spacing-125:-0.1px;--cds-font-family-body:var(--cds-font-family-source-sans-pro);--cds-font-family-title:var(--cds-font-family-source-sans-pro);--cds-font-family-display:var(--cds-font-family-source-sans-pro);--cds-font-size-body1:var(--cds-font-size-200);--cds-font-size-title3:var(--cds-font-size-200);--cds-font-size-title2:var(--cds-font-size-250);--cds-font-size-title1-xs:var(--cds-font-size-300);--cds-font-size-title1-lg:var(--cds-font-size-350);--cds-font-size-display2-xs:var(--cds-font-size-400);--cds-font-size-display2-sm:var(--cds-font-size-450);--cds-font-size-display2-lg:var(--cds-font-size-550);--cds-font-size-display1-xs:var(--cds-font-size-600);--cds-font-size-display1-sm:var(--cds-font-size-800);--cds-font-size-display1-lg:var(--cds-font-size-1050);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-125);--cds-letter-spacing-title3:var(--cds-letter-spacing-125);--cds-letter-spacing-title2:var(--cds-letter-spacing-125);--cds-letter-spacing-title1:var(--cds-letter-spacing-125);--cds-letter-spacing-display2:var(--cds-letter-spacing-125);--cds-letter-spacing-display1:var(--cds-letter-spacing-250);--cds-line-height-body2:var(--cds-line-height-250);--cds-line-height-body1:var(--cds-line-height-300);--cds-line-height-title4:var(--cds-line-height-250);--cds-line-height-title3:var(--cds-line-height-300);--cds-line-height-title2:var(--cds-line-height-350);--cds-line-height-title1-xs:var(--cds-line-height-400);--cds-line-height-title1-lg:var(--cds-line-height-450);--cds-line-height-display2-xs:var(--cds-line-height-500);--cds-line-height-display2-sm:var(--cds-line-height-600);--cds-line-height-display2-lg:var(--cds-line-height-650);--cds-line-height-display1-xs:var(--cds-line-height-700);--cds-line-height-display1-sm:var(--cds-line-height-900);--cds-line-height-display1-lg:var(--cds-line-height-1150);--cds-typography-body2:var(--cds-font-weight-400) var(--cds-font-size-body2)/var(--cds-line-height-body2) var(--cds-font-family-body);--cds-typography-body1:var(--cds-font-weight-400) var(--cds-font-size-body1)/var(--cds-line-height-body1) var(--cds-font-family-body);--cds-typography-title4:var(--cds-font-weight-700) var(--cds-font-size-title4)/var(--cds-line-height-title4) var(--cds-font-family-title);--cds-typography-title3-strong:var(--cds-font-weight-700) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title3:var(--cds-font-weight-600) var(--cds-font-size-title3)/var(--cds-line-height-title3) var(--cds-font-family-title);--cds-typography-title2-weak:var(--cds-font-weight-400) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title2:var(--cds-font-weight-600) var(--cds-font-size-title2)/var(--cds-line-height-title2) var(--cds-font-family-title);--cds-typography-title1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-xs:var(--cds-font-weight-600) var(--cds-font-size-title1-xs)/var(--cds-line-height-title1-xs) var(--cds-font-family-title);--cds-typography-title1-weak:var(--cds-font-weight-400) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-title1:var(--cds-font-weight-600) var(--cds-font-size-title1-lg)/var(--cds-line-height-title1-lg) var(--cds-font-family-title);--cds-typography-display2-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-xs:var(--cds-font-weight-600) var(--cds-font-size-display2-xs)/var(--cds-line-height-display2-xs) var(--cds-font-family-display);--cds-typography-display2-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-sm:var(--cds-font-weight-600) var(--cds-font-size-display2-sm)/var(--cds-line-height-display2-sm) var(--cds-font-family-display);--cds-typography-display2-weak:var(--cds-font-weight-400) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display2:var(--cds-font-weight-600) var(--cds-font-size-display2-lg)/var(--cds-line-height-display2-lg) var(--cds-font-family-display);--cds-typography-display1-xs-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-xs:var(--cds-font-weight-600) var(--cds-font-size-display1-xs)/var(--cds-line-height-display1-xs) var(--cds-font-family-display);--cds-typography-display1-sm-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-sm:var(--cds-font-weight-600) var(--cds-font-size-display1-sm)/var(--cds-line-height-display1-sm) var(--cds-font-family-display);--cds-typography-display1-weak:var(--cds-font-weight-400) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);--cds-typography-display1:var(--cds-font-weight-600) var(--cds-font-size-display1-lg)/var(--cds-line-height-display1-lg) var(--cds-font-family-display);}@media (max-width: 1023.95px){:root{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}:root[dir='rtl']{--cds-font-family-body:var(--cds-font-family-boutros-coursera);--cds-font-family-title:var(--cds-font-family-boutros-coursera);--cds-font-family-display:var(--cds-font-family-boutros-coursera);--cds-letter-spacing-body2:var(--cds-letter-spacing-0);--cds-letter-spacing-body1:var(--cds-letter-spacing-0);--cds-letter-spacing-title4:var(--cds-letter-spacing-0);--cds-letter-spacing-title3:var(--cds-letter-spacing-0);--cds-letter-spacing-title2:var(--cds-letter-spacing-0);--cds-letter-spacing-title1:var(--cds-letter-spacing-0);--cds-letter-spacing-display2:var(--cds-letter-spacing-0);--cds-letter-spacing-display1:var(--cds-letter-spacing-0);}@media (max-width: 1023.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-sm);--cds-typography-display1-weak:var(--cds-typography-display1-sm-weak);--cds-typography-display2:var(--cds-typography-display2-sm);--cds-typography-display2-weak:var(--cds-typography-display2-sm-weak);}}@media (max-width: 599.95px){:root[dir='rtl']{--cds-typography-display1:var(--cds-typography-display1-xs);--cds-typography-display1-weak:var(--cds-typography-display1-xs-weak);--cds-typography-display2:var(--cds-typography-display2-xs);--cds-typography-display2-weak:var(--cds-typography-display2-xs-weak);--cds-typography-title1:var(--cds-typography-title1-xs);--cds-typography-title1-weak:var(--cds-typography-title1-xs-weak);}}.css-1p7n6e0{min-width:360;background-color:#fff;box-shadow:0 2px 4px 0 rgb(0 0 0 / 10%);position:fixed;width:100%;left:0;right:0;top:0;-webkit-transition:top 0.2s ease-in-out;transition:top 0.2s 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With the hands-on experience and competencies, you gain on this course, your resume will catch the eye of employers and power up your career opportunities. A data warehouse centralizes and organizes data from disparate sources into a single repository, making it easier for data professionals to access, clean, and analyze integrated data efficiently. This course teaches you how to design, deploy, load, manage, and query data warehouses, data marts, and data lakes. You鈥檒l dive into designing, modeling, and implementing data warehouses, and explore data warehousing architectures like star and snowflake schemas. You鈥檒l master techniques for populating data warehouses through ETL and ELT processes, and hone your skills in verifying and querying data, and utilizing concepts like cubes, rollups, and materialized views/tables. Additionally, you鈥檒l gain valuable practical experience working on hands-on labs, where you鈥檒l apply your knowledge to real data warehousing tasks. You鈥檒l work with repositories like PostgreSQL and IBM Db2, and complete a project that you can refer to in interviews.</p></p></div></div></div><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.vlp_view_syllabus_button" data-click-value="{"href":"/learn/data-warehouse-fundamentals#syllabus","namespace":{"action":"click","app":"video_logged_out_page","component":"vlp_view_syllabus_button","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="vlp_view_syllabus_button" data-track-href="/learn/data-warehouse-fundamentals#syllabus" href="/learn/data-warehouse-fundamentals#syllabus" to="/learn/data-warehouse-fundamentals#syllabus" class="cds-149 cds-button-disableElevation cds-button-secondary css-1nx60h4" tabindex="0" rel="noopener noreferrer" target="_blank" data-e2e="view-syllabus-button" role="button"><span 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5.82h-3.6a.89.89 0 00-.6.23.82.82 0 00.06 1.25l3.09 2.37L4 13.43a.83.83 0 001.31.86l3-2.29-.06-10.49z" fill="#F2D049"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M7.837 1.025a1.09 1.09 0 01.536 0l.375.095.064 11.126-3.196 2.44a1.32 1.32 0 01-1.188.223 1.33 1.33 0 01-.913-1.602l.004-.012 1.06-3.44-2.813-2.158a1.321 1.321 0 01-.097-2.013l.006-.005c.256-.232.59-.36.936-.359h3.237l1.127-3.445a1.322 1.322 0 01.82-.837l.021-.007.021-.006zM7.757 2.7L6.573 6.32H2.609a.39.39 0 00-.26.098.32.32 0 00.025.485m0 0L5.74 9.485l-1.257 4.077a.33.33 0 00.228.388h.002a.32.32 0 00.289-.054l.005-.004 2.802-2.138L7.757 2.7" fill="#7C6919"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M7.816 1.05a1.33 1.33 0 011.688.87l1.103 3.4h3.274c.094-.005.207 0 .334.03.122.028.224.075.247.085l.003.002c.215.097.4.249.537.44l.002.002a1.32 1.32 0 01-.3 1.836l-2.799 2.142L13 13.303a1.32 1.32 0 01-.217 1.25l-.042.053-.049.047a1.34 1.34 0 01-1.8.046l-2.64-2.043-2.68 2.082-.025.017a1.36 1.36 0 01-1.598-.045 1.33 1.33 0 01-.459-1.418l.004-.013 1.09-3.42-2.87-2.177-.03-.027a1.36 1.36 0 01-.453-1.02v-.027l.002-.027A1.34 1.34 0 012.57 5.32l-.001 1v-1h3.275l-.225.689.95.311v-1h-.725L6.98 1.857l.012-.03a1.35 1.35 0 01.81-.772l.007-.002.007-.003zM4.414 14.944h-.002l.268-.964-.264.965-.002-.001zM8.229 4.47l-.934 2.85h-2.75l2.372 1.8-.863 2.71 2.195-1.706 2.178 1.687-.853-2.688L11.93 7.32H9.153L8.23 4.47z" fill="#7C6919"></path></svg></span></div></div><div aria-label="Rated 4.4 out of 5 from 195 ratings. ." class="css-ci5az1"><p class=" css-kimdhf">4.4 (195 ratings)</p></div></div><div data-unit="reviews-bar-graph"><ul class="css-3zzxgd"><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">5 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-1byssb4"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>73.33%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">4 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-88klip"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>11.28%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">3 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-uwqoxk"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>6.15%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">2 stars</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-km2w5w"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>2.56%</span></span></div></li><li class="css-10atjwn"><div class="css-1fp2u4x"><span class=" css-4s48ix">1 star</span></div><div class="css-iygiub"><div class="css-44ae0f"><div class="css-14s5osg"></div></div></div><div class="css-1opqbjm"><span class=" css-4s48ix"><span>6.66%</span></span></div></li></ul></div></section><section class="top-reviews-module-cds css-1uy43tc"><div class="top-reviews-container-cds"><div data-unit="top-review-card" class="css-17cnd8q"><p class=" css-kimdhf">RM</p><p class=" css-vac8rf">Jul 13, 2023</p><div class="_1mzojlvw" role="img"><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span></div><p class="cds-7 css-1v29vjk cds-9 cds-36">A great course. it will be good if you can add more real life examples and case studies</p><button class="cds-149 cds-button-disableElevation cds-button-secondary css-1270nx1" tabindex="0" type="button" data-unit="helpful-btn"><span class="cds-button-label"><span class="cds-button-startIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-16" class="css-0"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.2.59v0h.018a1.322 1.322 0 01.135.01 2.393 2.393 0 011.27.532c.692.586 1.09 1.655.664 3.463l-.001.004c-.116.471-.382 1.57-.574 2.381H15.6c1.325 0 2.118.458 2.531 1.163.37.63.37 1.364.369 1.776v.031a.503.503 0 01-.009.093L18 9.95l.491.093-.097.512c-.06.312-.14.737-.228 1.187a68.647 68.647 0 01-.48 2.327c-.052.212-.1.416-.146.612-.127.534-.239 1.002-.35 1.4-.152.541-.32 1.01-.565 1.381a2.052 2.052 0 01-1.052.83c-.434.157-.954.208-1.573.208H8.385a6.5 6.5 0 01-4.183-1.69H2a.5.5 0 01-.5-.5v-8a.5.5 0 01.5-.5h1.6c.7 0 1.181-.18 1.577-.514.417-.352.78-.908 1.17-1.739l.008-.015 2.4-4.68A.5.5 0 019.2.59zm8.3 9.314c-.001-.432-.018-.891-.231-1.255-.187-.317-.594-.669-1.669-.669h-5.52a.5.5 0 01-.487-.613c.17-.732.57-2.39.72-3.004.373-1.58-.028-2.206-.336-2.468a1.31 1.31 0 00-.496-.256L7.249 5.99c-.408.865-.844 1.577-1.426 2.069-.604.51-1.324.75-2.223.75H2.5v7h1.9a.5.5 0 01.348.141 5.5 5.5 0 003.66 1.55H14c.58 0 .963-.052 1.232-.15.249-.09.415-.223.558-.44.157-.237.29-.58.437-1.1.106-.377.21-.816.335-1.341l.152-.637v-.003c.097-.39.294-1.375.47-2.28l.228-1.182.088-.464z" fill="currentColor"></path></svg></span>Helpful?</span></button></div><div data-unit="top-review-card" class="css-17cnd8q"><p class=" css-kimdhf">JP</p><p class=" css-vac8rf">Sep 26, 2022</p><div class="_1mzojlvw" role="img"><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span><span class="_13xsef79 d-inline-block"><svg aria-hidden="true" class="_ufjrdd" style="fill:#F2D049;height:14px;width:14px;margin-right:2px;vertical-align:text-bottom" viewBox="0 0 46 44" role="img" aria-labelledby="FilledStardefault FilledStardefaultDesc" xmlns="http://www.w3.org/2000/svg"><title id="FilledStardefault">Filled Star</title><path stroke="#7C6919" stroke-width="3" d="M23 36.5L8.893 43.916l2.694-15.708L.175 17.084l15.772-2.292L23 .5l7.053 14.292 15.772 2.292-11.412 11.124 2.694 15.708z" fill-rule="evenodd" role="presentation"></path></svg></span></div><p class="cds-7 css-1v29vjk cds-9 cds-36">Really great introduction to Data warehouses, applications and operations inside them.</p><button class="cds-149 cds-button-disableElevation cds-button-secondary css-1270nx1" tabindex="0" type="button" data-unit="helpful-btn"><span class="cds-button-label"><span class="cds-button-startIcon"><svg aria-hidden="true" fill="none" focusable="false" height="20" viewBox="0 0 20 20" width="20" id="cds-react-aria-17" class="css-0"><path fill-rule="evenodd" clip-rule="evenodd" d="M9.2.59v0h.018a1.322 1.322 0 01.135.01 2.393 2.393 0 011.27.532c.692.586 1.09 1.655.664 3.463l-.001.004c-.116.471-.382 1.57-.574 2.381H15.6c1.325 0 2.118.458 2.531 1.163.37.63.37 1.364.369 1.776v.031a.503.503 0 01-.009.093L18 9.95l.491.093-.097.512c-.06.312-.14.737-.228 1.187a68.647 68.647 0 01-.48 2.327c-.052.212-.1.416-.146.612-.127.534-.239 1.002-.35 1.4-.152.541-.32 1.01-.565 1.381a2.052 2.052 0 01-1.052.83c-.434.157-.954.208-1.573.208H8.385a6.5 6.5 0 01-4.183-1.69H2a.5.5 0 01-.5-.5v-8a.5.5 0 01.5-.5h1.6c.7 0 1.181-.18 1.577-.514.417-.352.78-.908 1.17-1.739l.008-.015 2.4-4.68A.5.5 0 019.2.59zm8.3 9.314c-.001-.432-.018-.891-.231-1.255-.187-.317-.594-.669-1.669-.669h-5.52a.5.5 0 01-.487-.613c.17-.732.57-2.39.72-3.004.373-1.58-.028-2.206-.336-2.468a1.31 1.31 0 00-.496-.256L7.249 5.99c-.408.865-.844 1.577-1.426 2.069-.604.51-1.324.75-2.223.75H2.5v7h1.9a.5.5 0 01.348.141 5.5 5.5 0 003.66 1.55H14c.58 0 .963-.052 1.232-.15.249-.09.415-.223.558-.44.157-.237.29-.58.437-1.1.106-.377.21-.816.335-1.341l.152-.637v-.003c.097-.39.294-1.375.47-2.28l.228-1.182.088-.464z" fill="currentColor"></path></svg></span>Helpful?</span></button></div></div></section></div><div class="rc-LessonLectures vlp-container-section css-1594yea"><p class="css-bhp9hb">From the lesson</p><p class="css-1ewek23">Final Assignment and Final Quiz</p><div class="rc-TogglableContent collapsed"><div class="content" style="height:92px" aria-hidden="true"><div class="content-inner"><p><p class="lesson-description css-1ubu9fq" data-e2e="lesson-description">In this module, you鈥檒l complete your practice project and final course project, which bring together concepts and practices you previously learned in the first two modules. In the final project, you will design and load data into a data warehouse using facts and dimension tables. Then you鈥檒l write aggregation queries using cube and rollup functions and create a materialized view. In the optional lesson, you will explore the workings of IBM Db2 data warehouse system architecture, view use cases, and understand the key capabilities and integrations available with IBM Db2 Warehouse. The hands-on labs in this lesson will enable you to gain practical knowledge on how to create a Db2 service instance, how to populate a data warehouse using IBM Db2, how to query the data warehouse using IBM Db2.</p></p></div></div></div><div class="other-videos css-1ayfkkm"><div class="video-link-wrapper current-video css-ehfz2c"><a class="cds-7 cds-1 cds-3 other-video-link-cds css-1x46sv6 cds-30" href="/lecture/data-warehouse-fundamentals/course-wrap-up-lkd6v" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="other_videos_link"><span class="css-3xuzu9"><svg aria-hidden="true" fill="none" focusable="false" height="16" viewBox="0 0 16 16" width="16" class="play-icon css-19e2cig" name="play-circle" id="cds-react-aria-18"><path fill-rule="evenodd" clip-rule="evenodd" d="M2.5.04L13.872 8 2.5 15.96V.04zm1 1.92v12.08L12.128 8 3.5 1.96z" fill="currentColor"></path></svg></span><span class="video-name css-4s48ix">Course Wrap-Up</span><span class="video-duration css-kimdhf">4:15</span></a></div></div></div><div class="rc-CourseInstructorsCds vlp-container-section"><h3 class="taught-by css-6ecy9b">Taught By</h3><ul class="instructors-info-list css-xnnra9"><li class="course-instructor css-1mxy8y3"><div class="instructor-photo css-gy7sa9"><div class="css-15c4fcm"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera-instructor-photos.s3.amazonaws.com/49/4df941de044993a7530127686f06d1/Ramesh-Image.jpg?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=80&h=80&w=80" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div><div class="instructor-info-cds css-os7cc0"><h4 class="instructor-name css-4s48ix">Ramesh Sannareddy</h4><p class=" css-4s48ix">Data Engineering Subject Matter Expert</p></div></li><li class="course-instructor css-1mxy8y3"><div class="instructor-photo css-gy7sa9"><div class="css-15c4fcm"><img alt="Placeholder" src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera-instructor-photos.s3.amazonaws.com/d6/c2a550312d11e8a1a3b7898153781d/ravahuja.jpg?auto=format%2Ccompress&dpr=2&blur=200&px=8&max-w=80&h=80&w=80" class="css-3gbnhs"/><div class="lazyload-wrapper"><div class="lazyload-placeholder"></div></div></div></div><div class="instructor-info-cds css-os7cc0"><h4 class="instructor-name css-4s48ix">Rav Ahuja</h4><p class=" css-4s48ix">CCO & Global Program Director </p></div></li></ul></div><div class="cta-container-cds css-149il9j"><div><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.vlp_try_course_button" data-click-value="{"href":"?authMode=signup","namespace":{"action":"click","app":"video_logged_out_page","component":"vlp_try_course_button","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" 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{"@context":"http://schema.org/","@graph":[{"@id":"https://www.coursera.org#organization","@type":"Organization","name":"Coursera","url":"https://www.coursera.org","logo":"https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera.s3.amazonaws.com/media/coursera-logo-square.png?auto=format%2Ccompress&dpr=1","sameAs":["https://www.facebook.com/Coursera","https://twitter.com/coursera","https://www.linkedin.com/company/coursera","https://www.instagram.com/coursera/","https://www.youtube.com/user/coursera"]},{"@id":"https://www.coursera.org/lecture/data-warehouse-fundamentals/course-wrap-up-lkd6v#lecture","@type":"VideoObject","name":"Course Wrap-Up","url":"https://www.coursera.org/lecture/data-warehouse-fundamentals/course-wrap-up-lkd6v","description":"Watch this video about Course Wrap-Up for Course Wrap-up in Data Warehouse Fundamentals. In this module, you鈥檒l complete your practice project and final course project, which bring together concepts and practices you previously learned in the first two modules. In the final project, you will design and load data into a data warehouse using facts and dimension tables. Then you鈥檒l write aggregation queries using cube and rollup functions and create a materialized view. In the optional lesson, you will explore the workings of IBM Db2 data warehouse system architecture, view use cases, and understand the key capabilities and integrations available with IBM Db2 Warehouse. 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With the hands-on experience and competencies, you gain on this course, your resume will catch the eye of employers and power up your career opportunities. \n\n A data warehouse centralizes and organizes data from disparate sources into a single repository, making it easier for data professionals to access, clean, and analyze integrated data efficiently. \n\n This course teaches you how to design, deploy, load, manage, and query data warehouses, data marts, and data lakes. You鈥檒l dive into designing, modeling, and implementing data warehouses, and explore data warehousing architectures like star and snowflake schemas. You鈥檒l master techniques for populating data warehouses through ETL and ELT processes, and hone your skills in verifying and querying data, and utilizing concepts like cubes, rollups, and materialized views/tables. \n\nAdditionally, you鈥檒l gain valuable practical experience working on hands-on labs, where you鈥檒l apply your knowledge to real data warehousing tasks. You鈥檒l work with repositories like PostgreSQL and IBM Db2, and complete a project that you can refer to in interviews.","Provider":{"@id":"https://www.coursera.org#corporation","@type":"Corporation","name":"Coursera"}},"transcript":"Congratulations on completing the course successfully. Now that you've developed a robust foundation in data warehousing, there's a whole world of possibilities out there to keep building your knowledge and put those skills to work. But before we dive into that, let's revisit some of the key concepts and takeaways from the course. A data warehouse is a system that aggregates data from one or more sources into a single consistent data store to help you with the analysis of data. Some popular data warehouse vendors you explored in this course are IBM, Teradata, Google, Oracle, Microsoft, Snowflake, Amazon, and others. When you select a data warehouse system, you should consider the total cost of ownership, including infrastructure, storage, data mitigation, administration, and data maintenance costs in your calculations. A data mart is an isolated part of the larger enterprise data warehouse that is specifically built to serve as a particular business function, purpose, or community. Whereas a data lake is a pool of raw data where each data element is given a unique identifier and is tagged with meta tags for further use. If you generate large amounts of data on an ongoing basis but don't want to be restricted to specific or predefined use cases, you can opt for a data lake. In designing a general data warehousing platform, you'll typically include data sources, ETL pipelines, staging and sandbox areas, an enterprise data warehouse repository, and optional data marts. You can also modify this architecture to match your specific analytics needs. A data cube represents the dimensions of a star or snowflake schema as coordinates with a fact from the schema populating its cells and values. You can apply various operations to data cubes, such as drilling down into hierarchical dimensions, slicing, dicing, and rolling up. Moreover, materialized views are a local read-only copy or snapshot of the results of a query that can be used to replicate data or precompute expensive queries. In business, data can be classified into two main categories: facts and dimensions. Facts typically represent numerical measures of business processes. Dimensions, on the other hand, categorize facts by providing context, such as who sold the product, when, and from which store it was sold. A star schema is a data modeling technique in which nodes represent fact tables and dimension tables, while the edges represent the relationships between those tables. Whereas snowflake schema, another data modeling technique, is a generalization of star schema and can be seen as normalized star schema. You can use facts and dimension tables, along with foreign and primary keys, as the fundamental building blocks while designing star schema and snowflake schema. When you're populating an enterprise data warehouse, start by creating the fact and dimension tables and establishing their relationships. Then load clean data into these tables. The practice and final projects in this course provide you with examples to showcase your skills to your prospective employers. Now that you've reviewed the core concepts from this course, you can apply and refine your skills by working with other data sets to further enhance your data warehousing skills. If you're eager to know more about data management and analysis, you might want to check out the programs affiliated with this course, such as IBM Data Warehouse Engineer Professional Certificate; IBM Data Engineering Professional Certificate; IBM Business Intelligence, BI, Analyst Professional Certificate; and BI Foundations with SQL, ETL, and Data Warehousing Program. Depending on your schedule and the number of courses in the programs, they can typically be completed within 3-6 months. You'll find the links to these programs in the Congratulations and Next Steps reading at the end of this course. Congratulations on completing this course and good luck in your data warehousing journey!","author":{"@type":"Person","name":["Ramesh Sannareddy","Rav Ahuja"],"url":["https://www.coursera.org/instructor/~75088416","https://www.coursera.org/instructor/ravahuja"]},"Creator":{"@id":"https://www.coursera.org/ibm-skills-network#institution","@type":"CollegeOrUniversity","name":"IBM","url":"https://www.coursera.org/ibm-skills-network"},"Provider":{"@id":"https://www.coursera.org#organization","@type":"Corporation","name":"Coursera","url":"https://www.coursera.org"}}]} </script> </div></div></div><div class="page-footer-container" role="contentinfo"><footer class="rc-SeoGlobalFooter lohp-rebrand" data-e2e="page-footer" data-catchpoint="page-footer"><p class="cds-7 sr-only css-1825nsb cds-9">Coursera Footer</p><div class="cds-37 css-1cxrrkn cds-38 cds-43"><div class="cds-45 css-1kspkkz cds-46"><div class="cds-45 rc-SeoGlobalFooter__content lohp-rebrand css-0 cds-46"><div class="cds-45 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data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-cybersecurity" href="https://www.coursera.org/professional-certificates/google-cybersecurity" to="https://www.coursera.org/professional-certificates/google-cybersecurity" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~2286d72338df5453d0c18c780dec50b9">Google Cybersecurity Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/google-data-analytics","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-data-analytics" href="https://www.coursera.org/professional-certificates/google-data-analytics" to="https://www.coursera.org/professional-certificates/google-data-analytics" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~092a9fd8c047283edc351b6cbd181385">Google Data Analytics Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/google-digital-marketing-ecommerce","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-digital-marketing-ecommerce" href="https://www.coursera.org/professional-certificates/google-digital-marketing-ecommerce" to="https://www.coursera.org/professional-certificates/google-digital-marketing-ecommerce" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~8e8928efd59c8906788f4248b2cb7136">Google Digital Marketing Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/google-it-support","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-it-support" href="https://www.coursera.org/professional-certificates/google-it-support" to="https://www.coursera.org/professional-certificates/google-it-support" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~2aae8aa70a8eb5db87cf82469b146ead">Google IT Support Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/google-project-management","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-project-management" href="https://www.coursera.org/professional-certificates/google-project-management" to="https://www.coursera.org/professional-certificates/google-project-management" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~4bddba7141bbb4f82ac4ebe0b329fcc8">Google Project Management Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/google-ux-design","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/google-ux-design" href="https://www.coursera.org/professional-certificates/google-ux-design" to="https://www.coursera.org/professional-certificates/google-ux-design" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~ba4c7395feeb48a8e8b933851baabf12">Google UX Design Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/ibm-data-science","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/ibm-data-science" href="https://www.coursera.org/professional-certificates/ibm-data-science" to="https://www.coursera.org/professional-certificates/ibm-data-science" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~54174316ca9561a1dcf67923c1d0d1c2">IBM Data Science Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/meta-front-end-developer","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/professional-certificates/meta-front-end-developer" href="https://www.coursera.org/professional-certificates/meta-front-end-developer" to="https://www.coursera.org/professional-certificates/meta-front-end-developer" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~7e74d72370e238b0a736d48a8bdf7bc7">Meta Front-End Developer Professional Certificate</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/professional-certificates/microsoft-power-bi-data-analyst","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" 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to="https://www.coursera.org/articles/essential-it-certifications-entry-level-and-beginner" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~9d148c9333f67fa587912dfc416f7eef">Popular IT Certifications</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/articles/what-does-a-data-analyst-do-a-career-guide","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/articles/what-does-a-data-analyst-do-a-career-guide" 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data-track-component="seo_directory_link" data-track-href="https://about.coursera.org/" href="https://about.coursera.org/" to="https://about.coursera.org/" class="rc-SubFooterSection__content-column-link-text">About</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://about.coursera.org/how-coursera-works/","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://about.coursera.org/how-coursera-works/" href="https://about.coursera.org/how-coursera-works/" to="https://about.coursera.org/how-coursera-works/" 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data-click-value="{"href":"/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" href="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" to="/government?utm_campaign=website&utm_content=corp-to-home-footer-for-government&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Government</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" href="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" to="/campus?utm_campaign=website&utm_content=corp-to-home-footer-for-campus&utm_medium=coursera&utm_source=enterprise" class="rc-SubFooterSection__content-column-link-text">For Campus</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" href="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" to="https://partnerships.coursera.org/?utm_medium=coursera&utm_source=partnerships&utm_campaign=website&utm_content=corp-to-home-footer-become-a-partner" class="rc-SubFooterSection__content-column-link-text">Become a Partner</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/social-impact","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/social-impact" href="/social-impact" to="/social-impact" class="rc-SubFooterSection__content-column-link-text">Social Impact</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/courses?query=free","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/courses?query=free" href="https://www.coursera.org/courses?query=free" to="https://www.coursera.org/courses?query=free" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~09f2f10c10976ef1bd695faec2a91a4c">Free Courses</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/explore/ects-credit-recommendation","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/explore/ects-credit-recommendation" href="https://www.coursera.org/explore/ects-credit-recommendation" to="https://www.coursera.org/explore/ects-credit-recommendation" class="rc-SubFooterSection__content-column-link-text" __typename="Seo_ComponentLink" id="ComponentLink~ec65139883d0e2169d45f6b64fb6c0dd">ECTS Credit Recommendations</a></li></ul></div><div class="cds-45 rc-SubFooterSection lohp-rebrand css-0 cds-47 cds-grid-item cds-97"><p class="rc-SubFooterSection__header lohp-rebrand css-6ecy9b">Community</p><ul class="rc-SubFooterSection__content-column-links" role="list"><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.community","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.community" href="https://www.coursera.community" to="https://www.coursera.community" class="rc-SubFooterSection__content-column-link-text">Learners</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/partners","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/partners" href="https://www.coursera.org/partners" to="https://www.coursera.org/partners" class="rc-SubFooterSection__content-column-link-text">Partners</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" href="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" to="https://www.coursera.support/s/article/360000152926-Become-a-Coursera-beta-tester" class="rc-SubFooterSection__content-column-link-text">Beta Testers</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://blog.coursera.org","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://blog.coursera.org" href="https://blog.coursera.org" to="https://blog.coursera.org" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Blog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://open.spotify.com/show/58M36bneU7REOofdPZxe6A","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" href="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" to="https://open.spotify.com/show/58M36bneU7REOofdPZxe6A" class="rc-SubFooterSection__content-column-link-text">The Coursera Podcast</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://medium.com/coursera-engineering","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://medium.com/coursera-engineering" href="https://medium.com/coursera-engineering" to="https://medium.com/coursera-engineering" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Tech Blog</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/teaching-center","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/teaching-center" href="/teaching-center" to="/teaching-center" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Teaching Center</a></li></ul></div><div class="cds-45 rc-SubFooterSection lohp-rebrand css-0 cds-47 cds-grid-item cds-97"><p class="rc-SubFooterSection__header lohp-rebrand css-6ecy9b">More</p><ul class="rc-SubFooterSection__content-column-links" role="list"><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/about/press","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/press" href="/about/press" to="/about/press" class="rc-SubFooterSection__content-column-link-text">Press</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://investor.coursera.com","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://investor.coursera.com" href="https://investor.coursera.com" to="https://investor.coursera.com" class="rc-SubFooterSection__content-column-link-text">Investors</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/about/terms","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/terms" href="/about/terms" to="/about/terms" class="rc-SubFooterSection__content-column-link-text">Terms</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/about/privacy","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/privacy" href="/about/privacy" to="/about/privacy" class="rc-SubFooterSection__content-column-link-text">Privacy</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://learner.coursera.help/hc","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://learner.coursera.help/hc" href="https://learner.coursera.help/hc" to="https://learner.coursera.help/hc" class="rc-SubFooterSection__content-column-link-text">Help</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement" href="https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement" to="https://learner.coursera.help/hc/articles/360050668591-Accessibility-Statement" class="rc-SubFooterSection__content-column-link-text">Accessibility</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/about/contact","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/about/contact" href="/about/contact" to="/about/contact" class="rc-SubFooterSection__content-column-link-text">Contact</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://www.coursera.org/articles","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://www.coursera.org/articles" href="https://www.coursera.org/articles" to="https://www.coursera.org/articles" class="rc-SubFooterSection__content-column-link-text">Articles</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"/directory","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="/directory" href="/directory" to="/directory" class="rc-SubFooterSection__content-column-link-text">Directory</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://about.coursera.org/affiliates","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://about.coursera.org/affiliates" href="https://about.coursera.org/affiliates" to="https://about.coursera.org/affiliates" class="rc-SubFooterSection__content-column-link-text">Affiliates</a></li><li class="rc-SubFooterSection__content-column-link-item lohp-rebrand" role="listitem"><a data-click-key="video_logged_out_page.video_lecture_landing_page.click.seo_directory_link" data-click-value="{"href":"https://coursera_assets.s3.amazonaws.com/footer/Modern+Slavery+Statement+(April+2024).pdf","namespace":{"action":"click","app":"video_logged_out_page","component":"seo_directory_link","page":"video_lecture_landing_page"},"schema_type":"FRONTEND"}" data-track="true" data-track-app="video_logged_out_page" data-track-page="video_lecture_landing_page" data-track-action="click" data-track-component="seo_directory_link" data-track-href="https://coursera_assets.s3.amazonaws.com/footer/Modern+Slavery+Statement+(April+2024).pdf" href="https://coursera_assets.s3.amazonaws.com/footer/Modern+Slavery+Statement+(April+2024).pdf" to="https://coursera_assets.s3.amazonaws.com/footer/Modern+Slavery+Statement+(April+2024).pdf" class="rc-SubFooterSection__content-column-link-text" target="_blank" rel="noopener noreferrer">Modern Slavery Statement</a></li><li 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to\n\n5\n00:00:16.640 --\u003E 00:00:17.920\nkeep building your knowledge\n\n6\n00:00:17.920 --\u003E 00:00:19.660\nand put those skills to work.\n\n7\n00:00:19.660 --\u003E 00:00:21.600\nBut before we dive into that,\n\n8\n00:00:21.600 --\u003E 00:00:23.820\nlet's revisit some\nof the key concepts\n\n9\n00:00:23.820 --\u003E 00:00:25.660\nand takeaways from the course.\n\n10\n00:00:25.660 --\u003E 00:00:27.960\nA data warehouse\nis a system that\n\n11\n00:00:27.960 --\u003E 00:00:30.260\naggregates data from\none or more sources\n\n12\n00:00:30.260 --\u003E 00:00:32.480\ninto a single\nconsistent data store\n\n13\n00:00:32.480 --\u003E 00:00:34.955\nto help you with the\nanalysis of data.\n\n14\n00:00:34.955 --\u003E 00:00:37.150\nSome popular data\nwarehouse vendors\n\n15\n00:00:37.150 --\u003E 00:00:39.430\nyou explored in this\ncourse are IBM,\n\n16\n00:00:39.430 --\u003E 00:00:43.310\nTeradata, Google,\nOracle, Microsoft,\n\n17\n00:00:43.310 --\u003E 00:00:46.410\nSnowflake, Amazon, and others.\n\n18\n00:00:46.410 --\u003E 00:00:48.930\nWhen you select a data\nwarehouse system,\n\n19\n00:00:48.930 --\u003E 00:00:51.410\nyou should consider the\ntotal cost of ownership,\n\n20\n00:00:51.410 --\u003E 00:00:55.010\nincluding infrastructure,\nstorage, data mitigation,\n\n21\n00:00:55.010 --\u003E 00:00:57.550\nadministration, and\ndata maintenance costs\n\n22\n00:00:57.550 --\u003E 00:00:59.150\nin your calculations.\n\n23\n00:00:59.150 --\u003E 00:01:01.730\nA data mart is an\nisolated part of\n\n24\n00:01:01.730 --\u003E 00:01:04.030\nthe larger enterprise\ndata warehouse that is\n\n25\n00:01:04.030 --\u003E 00:01:05.530\nspecifically built to serve as\n\n26\n00:01:05.530 --\u003E 00:01:08.870\na particular business function,\npurpose, or community.\n\n27\n00:01:08.870 --\u003E 00:01:12.210\nWhereas a data lake is a\npool of raw data where\n\n28\n00:01:12.210 --\u003E 00:01:13.730\neach data element is given\n\n29\n00:01:13.730 --\u003E 00:01:15.510\na unique identifier and is\n\n30\n00:01:15.510 --\u003E 00:01:17.990\ntagged with meta tags\nfor further use.\n\n31\n00:01:17.990 --\u003E 00:01:21.790\nIf you generate large amounts\nof data on an ongoing basis\n\n32\n00:01:21.790 --\u003E 00:01:23.450\nbut don't want to\nbe restricted to\n\n33\n00:01:23.450 --\u003E 00:01:25.570\nspecific or\npredefined use cases,\n\n34\n00:01:25.570 --\u003E 00:01:27.560\nyou can opt for a data lake.\n\n35\n00:01:27.560 --\u003E 00:01:30.690\nIn designing a general\ndata warehousing platform,\n\n36\n00:01:30.690 --\u003E 00:01:32.730\nyou'll typically\ninclude data sources,\n\n37\n00:01:32.730 --\u003E 00:01:36.230\nETL pipelines, staging\nand sandbox areas,\n\n38\n00:01:36.230 --\u003E 00:01:38.790\nan enterprise data\nwarehouse repository,\n\n39\n00:01:38.790 --\u003E 00:01:40.470\nand optional data marts.\n\n40\n00:01:40.470 --\u003E 00:01:42.730\nYou can also modify\nthis architecture\n\n41\n00:01:42.730 --\u003E 00:01:45.550\nto match your specific\nanalytics needs.\n\n42\n00:01:45.550 --\u003E 00:01:47.390\nA data cube represents\n\n43\n00:01:47.390 --\u003E 00:01:49.910\nthe dimensions of a star\nor snowflake schema\n\n44\n00:01:49.910 --\u003E 00:01:51.630\nas coordinates with a fact from\n\n45\n00:01:51.630 --\u003E 00:01:54.330\nthe schema populating\nits cells and values.\n\n46\n00:01:54.330 --\u003E 00:01:57.190\nYou can apply various\noperations to data cubes,\n\n47\n00:01:57.190 --\u003E 00:01:59.830\nsuch as drilling down into\nhierarchical dimensions,\n\n48\n00:01:59.830 --\u003E 00:02:02.455\nslicing, dicing, and rolling up.\n\n49\n00:02:02.455 --\u003E 00:02:04.980\nMoreover, materialized views are\n\n50\n00:02:04.980 --\u003E 00:02:07.020\na local read-only copy or\n\n51\n00:02:07.020 --\u003E 00:02:10.100\nsnapshot of the results of\na query that can be used to\n\n52\n00:02:10.100 --\u003E 00:02:13.660\nreplicate data or precompute\nexpensive queries.\n\n53\n00:02:13.660 --\u003E 00:02:16.520\nIn business, data can\nbe classified into\n\n54\n00:02:16.520 --\u003E 00:02:19.660\ntwo main categories:\nfacts and dimensions.\n\n55\n00:02:19.660 --\u003E 00:02:21.480\nFacts typically represent\n\n56\n00:02:21.480 --\u003E 00:02:24.020\nnumerical measures of\nbusiness processes.\n\n57\n00:02:24.020 --\u003E 00:02:25.840\nDimensions, on the other hand,\n\n58\n00:02:25.840 --\u003E 00:02:28.240\ncategorize facts by\nproviding context,\n\n59\n00:02:28.240 --\u003E 00:02:30.240\nsuch as who sold the product,\n\n60\n00:02:30.240 --\u003E 00:02:33.485\nwhen, and from which\nstore it was sold.\n\n61\n00:02:33.485 --\u003E 00:02:36.750\nA star schema is a data\nmodeling technique in\n\n62\n00:02:36.750 --\u003E 00:02:39.870\nwhich nodes represent fact\ntables and dimension tables,\n\n63\n00:02:39.870 --\u003E 00:02:41.310\nwhile the edges represent\n\n64\n00:02:41.310 --\u003E 00:02:43.550\nthe relationships\nbetween those tables.\n\n65\n00:02:43.550 --\u003E 00:02:45.510\nWhereas snowflake schema,\n\n66\n00:02:45.510 --\u003E 00:02:47.290\nanother data modeling technique,\n\n67\n00:02:47.290 --\u003E 00:02:49.590\nis a generalization\nof star schema and\n\n68\n00:02:49.590 --\u003E 00:02:52.570\ncan be seen as\nnormalized star schema.\n\n69\n00:02:52.570 --\u003E 00:02:55.190\nYou can use facts and\ndimension tables,\n\n70\n00:02:55.190 --\u003E 00:02:57.270\nalong with foreign\nand primary keys,\n\n71\n00:02:57.270 --\u003E 00:02:59.250\nas the fundamental\nbuilding blocks while\n\n72\n00:02:59.250 --\u003E 00:03:02.010\ndesigning star schema\nand snowflake schema.\n\n73\n00:03:02.010 --\u003E 00:03:05.190\nWhen you're populating an\nenterprise data warehouse,\n\n74\n00:03:05.190 --\u003E 00:03:07.930\nstart by creating the\nfact and dimension tables\n\n75\n00:03:07.930 --\u003E 00:03:10.155\nand establishing\ntheir relationships.\n\n76\n00:03:10.155 --\u003E 00:03:13.690\nThen load clean data\ninto these tables.\n\n77\n00:03:13.690 --\u003E 00:03:15.970\nThe practice and final projects\n\n78\n00:03:15.970 --\u003E 00:03:17.370\nin this course provide you\n\n79\n00:03:17.370 --\u003E 00:03:18.690\nwith examples to showcase\n\n80\n00:03:18.690 --\u003E 00:03:20.950\nyour skills to your\nprospective employers.\n\n81\n00:03:20.950 --\u003E 00:03:22.690\nNow that you've\nreviewed the core\n\n82\n00:03:22.690 --\u003E 00:03:24.090\nconcepts from this course,\n\n83\n00:03:24.090 --\u003E 00:03:26.850\nyou can apply and refine\nyour skills by working with\n\n84\n00:03:26.850 --\u003E 00:03:28.250\nother data sets to further\n\n85\n00:03:28.250 --\u003E 00:03:30.450\nenhance your data\nwarehousing skills.\n\n86\n00:03:30.450 --\u003E 00:03:32.230\nIf you're eager to\nknow more about\n\n87\n00:03:32.230 --\u003E 00:03:34.010\ndata management and analysis,\n\n88\n00:03:34.010 --\u003E 00:03:35.890\nyou might want to\ncheck out the programs\n\n89\n00:03:35.890 --\u003E 00:03:37.310\naffiliated with this course,\n\n90\n00:03:37.310 --\u003E 00:03:38.790\nsuch as IBM Data\n\n91\n00:03:38.790 --\u003E 00:03:41.190\nWarehouse Engineer\nProfessional Certificate;\n\n92\n00:03:41.190 --\u003E 00:03:44.300\nIBM Data Engineering\nProfessional Certificate;\n\n93\n00:03:44.300 --\u003E 00:03:46.290\nIBM Business Intelligence,\n\n94\n00:03:46.290 --\u003E 00:03:48.730\nBI, Analyst Professional\nCertificate;\n\n95\n00:03:48.730 --\u003E 00:03:51.310\nand BI Foundations with SQL,\n\n96\n00:03:51.310 --\u003E 00:03:53.930\nETL, and Data\nWarehousing Program.\n\n97\n00:03:53.930 --\u003E 00:03:55.450\nDepending on your schedule and\n\n98\n00:03:55.450 --\u003E 00:03:57.310\nthe number of courses\nin the programs,\n\n99\n00:03:57.310 --\u003E 00:04:00.510\nthey can typically be\ncompleted within 3-6 months.\n\n100\n00:04:00.510 --\u003E 00:04:02.730\nYou'll find the links\nto these programs in\n\n101\n00:04:02.730 --\u003E 00:04:04.700\nthe Congratulations\nand Next Steps\n\n102\n00:04:04.700 --\u003E 00:04:06.710\nreading at the end\nof this course.\n\n103\n00:04:06.710 --\u003E 00:04:09.490\nCongratulations on\ncompleting this course\n\n104\n00:04:09.490 --\u003E 00:04:13.240\nand good luck in your\ndata warehousing journey!","isLoaded":true,"languageCode":"en","label":"English","url":"\u002Fapi\u002FsubtitleAssetProxy.v1\u002F7nTbSqMCT06020qjAl9OYg?expiry=1732579200000&hmac=tujCBR813TNg0CUMyNz5WX7rgtUuFCk0P0PoGdHjUGU&fileExtension=vtt","cues":[{"id":"1","index":0,"startTime":6.24,"endTime":10.56,"text":"Congratulations on completing the course successfully.","startTimeForDisplay":6.24,"hideForTrimmingRange":false},{"id":"2","index":1,"startTime":10.56,"endTime":13.04,"text":"Now that you've developed a robust foundation","startTimeForDisplay":10.56,"hideForTrimmingRange":false},{"id":"3","index":2,"startTime":13.04,"endTime":14.22,"text":"in data warehousing,","startTimeForDisplay":13.04,"hideForTrimmingRange":false},{"id":"4","index":3,"startTime":14.22,"endTime":16.64,"text":"there's a whole world of possibilities out 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Microsoft,","startTimeForDisplay":39.43,"hideForTrimmingRange":false},{"id":"17","index":16,"startTime":43.31,"endTime":46.41,"text":"Snowflake, Amazon, and others.","startTimeForDisplay":43.31,"hideForTrimmingRange":false},{"id":"18","index":17,"startTime":46.41,"endTime":48.93,"text":"When you select a data warehouse system,","startTimeForDisplay":46.41,"hideForTrimmingRange":false},{"id":"19","index":18,"startTime":48.93,"endTime":51.41,"text":"you should consider the total cost of ownership,","startTimeForDisplay":48.93,"hideForTrimmingRange":false},{"id":"20","index":19,"startTime":51.41,"endTime":55.01,"text":"including infrastructure, storage, data mitigation,","startTimeForDisplay":51.41,"hideForTrimmingRange":false},{"id":"21","index":20,"startTime":55.01,"endTime":57.55,"text":"administration, and data maintenance costs","startTimeForDisplay":55.01,"hideForTrimmingRange":false},{"id":"22","index":21,"startTime":57.55,"endTime":59.15,"text":"in your 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if (injectedString.search('EPIC_SITE_HOME_PLACEHOLDER') >= 0) { return {}; } var epicResponse = injectedString && injectedString !== undefined ? JSON.parse(injectedString) : {}; return epicResponse.elements || {}; })(); /* globals coursera */ /* eslint-disable quotes */ coursera.user = (function() { var userJson = "{}"; try { return JSON.parse(userJson); } catch (e) { return {}; } })(); /* globals coursera*/ // Defines a named AMD module containing the course ID coursera.courseId = (function() { return '{{ ONDEMAND_COURSE_ID_PLACEHOLDER }}'; })(); </script></body></html>