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Advanced Analytics Expert Commentary Research / Business Insights | Bain & Company
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</div> </div> <div class="utility-megamenu__regions"> <h5 class="">Europe & Africa</h5> <div> <section> <ul> <li> <a href="/offices/amsterdam/" aria-label="Amsterdam">Amsterdam</a> </li> <li> <a href="/offices/athens/" aria-label="Athens">Athens</a> </li> <li> <a href="/offices/berlin/" aria-label="Berlin">Berlin</a> </li> <li> <a href="/offices/brussels/" aria-label="Brussels">Brussels</a> </li> <li> <a href="/offices/copenhagen/" aria-label="Copenhagen">Copenhagen</a> </li> <li> <a href="/offices/dusseldorf/" aria-label="Dusseldorf">Dusseldorf</a> </li> <li> <a href="/offices/frankfurt/" aria-label="Frankfurt">Frankfurt</a> </li> <li> <a href="/offices/helsinki/" aria-label="Helsinki">Helsinki</a> </li> <li> <a href="/offices/istanbul/" aria-label="Istanbul">Istanbul</a> </li> <li> <a href="/offices/johannesburg/" aria-label="Johannesburg">Johannesburg</a> </li> <li> <a href="/offices/kyiv/" aria-label="Kyiv">Kyiv</a> </li> <li> <a href="/offices/lisbon/" aria-label="Lisbon">Lisbon</a> </li> <li> <a href="/offices/london/" aria-label="London">London</a> </li> <li> <a href="/offices/madrid/" aria-label="Madrid">Madrid</a> </li> <li> <a href="/offices/milan/" aria-label="Milan">Milan</a> </li> <li> <a href="/offices/munich/" aria-label="Munich">Munich</a> </li> <li> <a href="/offices/oslo/" aria-label="Oslo">Oslo</a> </li> <li> <a href="/offices/paris/" aria-label="Paris">Paris</a> </li> <li> <a href="/offices/rome/" aria-label="Rome">Rome</a> </li> <li> <a href="/offices/stockholm/" aria-label="Stockholm">Stockholm</a> </li> <li> <a href="/offices/vienna/" aria-label="Vienna">Vienna</a> </li> <li> <a href="/offices/warsaw/" aria-label="Warsaw">Warsaw</a> </li> <li> <a href="/offices/zurich/" aria-label="Zurich">Zurich</a> </li> </ul> </section> </div> <h5><a href=/offices/middle-east/>Middle East</a></h5> <div> <section> <ul> <li> <a href="/offices/doha/" aria-label="Doha">Doha</a> </li> <li> <a href="/offices/dubai/" 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<h4 class="primary-nav__mega-menu-heading"> <a href="/insights/">Insights</a> </h4> <div class="primary-nav__col-group"> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="/insights/industry-insights/" aria-label="Industry Insights">Industry Insights</a> </li> <li> <a href="/insights/consulting-services-insights/" aria-label="Services Insights">Services Insights</a> </li> <li> <a href="/insights/books/" aria-label="Bain Books">Bain Books</a> </li> <li> <a href="/insights/topics/bain-webinars-expire/" aria-label="Webinars">Webinars</a> </li> <li> <a href="/about/bain-futures/" aria-label="Bain Futures ">Bain Futures </a> </li> </ul> </div> </div> <a class="primary-nav__see-all" href="/insights/">View all Insights</a> </div> <section class="primary-nav__secondary-list"> <h5 class="primary-nav__mega-menu-heading">Featured topics</h5> <div class="primary-nav__col-group"> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a 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Equity & Inclusion</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#sub-nav-3406c846-33eb-498e-9510-961cb6ee6386, #sub-nav-3406c846-33eb-498e-9510-961cb6ee6386-close, #-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="sub-nav-3406c846-33eb-498e-9510-961cb6ee6386-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" class="off-canvas-menu__back-link">About</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5> <a href="/about/further/diversity-equity-inclusion/" aria-label="Diversity, Equity & Inclusion">Diversity, Equity & Inclusion</a> </h5> <ul> <li> <a href="/about/further/diversity-equity-inclusion/dei-report/" aria-label="2024 Diversity, Equity, and Inclusion Report">2024 Diversity, Equity, and Inclusion Report</a> </li> <li> <a href="/about/further/diversity-equity-inclusion/dei-report/2023/" aria-label="2023 Diversity, Equity, and Inclusion Report">2023 Diversity, Equity, and Inclusion Report</a> </li> </ul> </div> </div> </li> </ul> </div> </div> </section> <section class="primary-nav__secondary-list"> <div class="primary-nav__col-group"> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="/about/further/our-social-impact/" aria-label="Social Impact">Social Impact</a> </li> <li> <a href="/about/further/our-sustainability/" aria-label="Sustainability">Sustainability</a> </li> <li> <a href="/about/world-economic-forum/" aria-label="World Economic Forum">World Economic Forum</a> </li> </ul> </div> </div> <a class="primary-nav__see-all" href="/about/further/" aria-label="Learn more about Further">Learn more about Further</a> </section> </div> </section> </div> </div> </li> <li> <a href="#" id="nav-b5e1e5ac-115a-4c01-a185-98db60792dae" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-two-active">Careers</a> <div class="primary-nav__mega-menu" data-level="1" data-delay-toggle data-control-elements="#nav-b5e1e5ac-115a-4c01-a185-98db60792dae, #nav-b5e1e5ac-115a-4c01-a185-98db60792dae-close" data-class-toggle="mega-menu__level-two--expanded" data-delay-time="400" data-reverse="true"> <div class="primary-nav__mega-menu-wrapper"> <div id="off-canvas-header" class="off-canvas-menu__header"> <button data-toggle="off-canvas-menu body html overlay" role="button" aria-label="menu" class="js-hamburger-btn js-hamburger-btn-in-off-canvas"> <span class="icon-bars"></span> </button> <div class="off-canvas-menu__logo primary-nav__logo "> <a href="/" aria-label="Main navigation logo link"> <img alt="" src="/contentassets/0b88e3e10a7b4592809517c28b75847e/logo_red_bain.svg" /> </a> </div> </div> <div class="off-canvas-menu__back-link"> <a id="nav-b5e1e5ac-115a-4c01-a185-98db60792dae-close" data-toggle="off-canvas-header" data-toggle-element="#off-canvas-menu-container" data-close-only="true" data-toggle-class="level-two-active" data-remove-class="level-three-active" class="off-canvas-menu__back-link ">Main menu</a> </div> <section data-dynamic-max-height data-delay-time="400"> <div class="primary-nav__level2-container"> <div class="primary-nav__primary-list"> <h4 class="primary-nav__mega-menu-heading"> <a href="/careers/">Careers</a> </h4> <div class="primary-nav__col-group"> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="#" id="sub-nav-b5a99eb7-6113-463f-aa8f-151204033a68" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active">Work with Us</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#sub-nav-b5a99eb7-6113-463f-aa8f-151204033a68, #sub-nav-b5a99eb7-6113-463f-aa8f-151204033a68-close, #nav-b5e1e5ac-115a-4c01-a185-98db60792dae-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="sub-nav-b5a99eb7-6113-463f-aa8f-151204033a68-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" class="off-canvas-menu__back-link">Careers</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5> <a href="/careers/work-with-us/" aria-label="Work with Us">Work with Us</a> </h5> <ul> <li> <a href="/careers/work-with-us/find-your-place/" aria-label="Find Your Place">Find Your Place</a> </li> <li> <a href="/careers/work-with-us/our-work-areas/" aria-label="Our Work Areas">Our Work Areas</a> </li> <li> <a href="/careers/work-with-us/integrated-teams/" aria-label="Integrated Teams">Integrated Teams</a> </li> <li> <a href="/careers/work-with-us/students/" aria-label="Students">Students</a> </li> <li> <a href="/careers/work-with-us/internships-programs/" aria-label="Internships & Programs">Internships & Programs</a> </li> <li> <a href="/careers/work-with-us/recruiting-events/" aria-label="Recruiting Events">Recruiting Events</a> </li> </ul> </div> </div> </li> </ul> </div> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="#" id="sub-nav-73e7db88-d2d3-4d91-81a8-6c31be62df7c" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active">Life at Bain</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#sub-nav-73e7db88-d2d3-4d91-81a8-6c31be62df7c, #sub-nav-73e7db88-d2d3-4d91-81a8-6c31be62df7c-close, #nav-b5e1e5ac-115a-4c01-a185-98db60792dae-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="sub-nav-73e7db88-d2d3-4d91-81a8-6c31be62df7c-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" class="off-canvas-menu__back-link">Careers</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5> <a href="/careers/life-at-bain/" aria-label="Life at Bain">Life at Bain</a> </h5> <ul> <li> <a href="/careers/life-at-bain/supporting-your-growth/career-stories/" aria-label="Career Stories">Career Stories</a> </li> <li> <a href="/careers/life-at-bain/our-people/" aria-label="Our People">Our People</a> </li> <li> <a href="/careers/life-at-bain/where-we-work/" aria-label="Where We Work">Where We Work</a> </li> <li> <a href="/careers/life-at-bain/supporting-your-growth/" aria-label="Supporting Your Growth">Supporting Your Growth</a> </li> <li> <a href="/careers/life-at-bain/affinity-groups/" aria-label="Affinity Groups">Affinity Groups</a> </li> <li> <a href="/careers/life-at-bain/benefits/" aria-label="Benefits">Benefits</a> </li> </ul> </div> </div> </li> </ul> </div> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="/careers/impact-stories/" aria-label="Impact Stories">Impact Stories</a> </li> </ul> </div> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="#" id="sub-nav-98cec7a1-7f6e-495b-b1fe-08fae95635f6" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active">Hiring Process</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#sub-nav-98cec7a1-7f6e-495b-b1fe-08fae95635f6, #sub-nav-98cec7a1-7f6e-495b-b1fe-08fae95635f6-close, #nav-b5e1e5ac-115a-4c01-a185-98db60792dae-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="sub-nav-98cec7a1-7f6e-495b-b1fe-08fae95635f6-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" class="off-canvas-menu__back-link">Careers</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5> <a href="/careers/hiring-process/" aria-label="Hiring Process">Hiring Process</a> </h5> <ul> <li> <a href="/careers/hiring-process/what-to-expect/" aria-label="What to Expect">What to Expect</a> </li> <li> <a href="/careers/hiring-process/interviewing/" aria-label="Interviewing">Interviewing</a> </li> </ul> </div> </div> </li> </ul> </div> <div class="primary-nav__career-ctas primary-nav__career-ctas-hamburger"> <a href="/careers/find-a-role/" class="btn--pill-hamburger " data-ctabuttonclick="true">FIND JOBS </a> </div> </div> </div> </div> </section> </div> </div> </li> </ul> <ul class="primary-nav__level-one off-canvas-menu__utility-nav global-utility-nav"> <li> <a href="#" id="nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-two-active"> Offices </a> <div class="primary-nav__mega-menu" data-level="1" data-delay-toggle data-control-elements="#nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2, #nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2-close" data-class-toggle="mega-menu__level-two--expanded" data-delay-time="400" data-reverse="true"> <div class="primary-nav__mega-menu-wrapper"> <div id="off-canvas-header" class="off-canvas-menu__header"> <button data-toggle="off-canvas-menu body html overlay" role="button" aria-label="menu" class="js-hamburger-btn js-hamburger-btn-in-off-canvas"> <span class="icon-bars"></span> </button> <div class="off-canvas-menu__logo primary-nav__logo "> <a href="/" aria-label="Main navigation logo link"> <img alt="" src="/contentassets/0b88e3e10a7b4592809517c28b75847e/logo_red_bain.svg" /> </a> </div> </div> <div class="off-canvas-menu__back-link"> <a id="nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-two-active" data-remove-class="level-three-active" data-close-only="true" class="off-canvas-menu__back-link">Main menu</a> </div> <section data-dynamic-max-height data-delay-time="400"> <div class="primary-nav__level2-container"> <div class="primary-nav__primary-list"> <h4 class="primary-nav__mega-menu-heading"> <a href="" aria-label="Offices">Offices</a> </h4> <div class="primary-nav__col-group"> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="#" id="nav-utility-f943c8ec-44eb-4c61-ad7d-3fc43a217c09" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active">North & Latin America</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#nav-utility-f943c8ec-44eb-4c61-ad7d-3fc43a217c09, #nav-utility-f943c8ec-44eb-4c61-ad7d-3fc43a217c09-close, #nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="nav-utility-f943c8ec-44eb-4c61-ad7d-3fc43a217c09-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" data-close-only="true" class="off-canvas-menu__back-link">Offices</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5 class="">North & Latin America</h5> <ul> <li> <a href="/offices/atlanta/" aria-label="Atlanta">Atlanta</a> </li> <li> <a href="/offices/austin/" aria-label="Austin">Austin</a> </li> <li> <a href="/offices/bogota/" aria-label="Bogota">Bogota</a> </li> <li> <a href="/offices/boston/" aria-label="Boston">Boston</a> </li> <li> <a href="/offices/buenos-aires/" aria-label="Buenos Aires">Buenos Aires</a> </li> <li> <a href="/offices/Chicago/" aria-label="Chicago">Chicago</a> </li> <li> <a href="/offices/dallas/" aria-label="Dallas">Dallas</a> </li> <li> <a href="/offices/denver/" aria-label="Denver">Denver</a> </li> <li> <a href="/offices/houston/" aria-label="Houston">Houston</a> </li> <li> <a href="/offices/los-angeles/" aria-label="Los Angeles">Los Angeles</a> </li> <li> <a href="/offices/mexico-city/" aria-label="Mexico City">Mexico City</a> </li> <li> <a href="/offices/minneapolis-frwd/" aria-label="Minneapolis">Minneapolis</a> </li> <li> <a href="/offices/monterrey/" aria-label="Monterrey">Monterrey</a> </li> <li> <a href="/offices/new-york/" aria-label="New York">New York</a> </li> <li> <a href="/offices/rio-de-janeiro/" aria-label="Rio de Janeiro">Rio de Janeiro</a> </li> <li> <a href="/offices/san-francisco/" aria-label="San Francisco">San Francisco</a> </li> <li> <a href="/offices/santiago/" aria-label="Santiago">Santiago</a> </li> <li> <a href="/offices/sao-paulo/" aria-label="São Paulo">São Paulo</a> </li> <li> <a href="/offices/seattle/" aria-label="Seattle">Seattle</a> </li> <li> <a href="/offices/silicon-valley/" aria-label="Silicon Valley">Silicon Valley</a> </li> <li> <a href="/offices/toronto/" aria-label="Toronto">Toronto</a> </li> <li> <a href="/offices/washington-dc/" aria-label="Washington, DC">Washington, DC</a> </li> </ul> </div> </div> </li> </ul> </div> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="#" id="nav-utility-843e7e7f-ea6e-4498-9d79-a9836ce55b2f" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active">Europe & Africa</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#nav-utility-843e7e7f-ea6e-4498-9d79-a9836ce55b2f, #nav-utility-843e7e7f-ea6e-4498-9d79-a9836ce55b2f-close, #nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="nav-utility-843e7e7f-ea6e-4498-9d79-a9836ce55b2f-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" data-close-only="true" class="off-canvas-menu__back-link">Offices</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5 class="">Europe & Africa</h5> <ul> <li> <a href="/offices/amsterdam/" aria-label="Amsterdam">Amsterdam</a> </li> <li> <a href="/offices/athens/" aria-label="Athens">Athens</a> </li> <li> <a href="/offices/berlin/" aria-label="Berlin">Berlin</a> </li> <li> <a href="/offices/brussels/" aria-label="Brussels">Brussels</a> </li> <li> <a href="/offices/copenhagen/" aria-label="Copenhagen">Copenhagen</a> </li> <li> <a href="/offices/dusseldorf/" aria-label="Dusseldorf">Dusseldorf</a> </li> <li> <a href="/offices/frankfurt/" aria-label="Frankfurt">Frankfurt</a> </li> <li> <a href="/offices/helsinki/" aria-label="Helsinki">Helsinki</a> </li> <li> <a href="/offices/istanbul/" aria-label="Istanbul">Istanbul</a> </li> <li> <a href="/offices/johannesburg/" aria-label="Johannesburg">Johannesburg</a> </li> <li> <a href="/offices/kyiv/" aria-label="Kyiv">Kyiv</a> </li> <li> <a href="/offices/lisbon/" aria-label="Lisbon">Lisbon</a> </li> <li> <a href="/offices/london/" aria-label="London">London</a> </li> <li> <a href="/offices/madrid/" aria-label="Madrid">Madrid</a> </li> <li> <a href="/offices/milan/" aria-label="Milan">Milan</a> </li> <li> <a href="/offices/munich/" aria-label="Munich">Munich</a> </li> <li> <a href="/offices/oslo/" aria-label="Oslo">Oslo</a> </li> <li> <a href="/offices/paris/" aria-label="Paris">Paris</a> </li> <li> <a href="/offices/rome/" aria-label="Rome">Rome</a> </li> <li> <a href="/offices/stockholm/" aria-label="Stockholm">Stockholm</a> </li> <li> <a href="/offices/vienna/" aria-label="Vienna">Vienna</a> </li> <li> <a href="/offices/warsaw/" aria-label="Warsaw">Warsaw</a> </li> <li> <a href="/offices/zurich/" aria-label="Zurich">Zurich</a> </li> </ul> </div> </div> </li> </ul> <ul class="primary-nav__level-two"> <li> <a href="#" id="nav-utility-7df323aa-8efe-4c94-8aa1-7c7a23afc5c3" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active">Middle East</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#nav-utility-7df323aa-8efe-4c94-8aa1-7c7a23afc5c3, #nav-utility-7df323aa-8efe-4c94-8aa1-7c7a23afc5c3-close, #nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="nav-utility-7df323aa-8efe-4c94-8aa1-7c7a23afc5c3-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" data-close-only="true" class="off-canvas-menu__back-link">Offices</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5><a href=/offices/middle-east/>Middle East</a></h5> <ul> <li> <a href="/offices/doha/" aria-label="Doha">Doha</a> </li> <li> <a href="/offices/dubai/" aria-label="Dubai">Dubai</a> </li> <li> <a href="/offices/riyadh/" aria-label="Riyadh">Riyadh</a> </li> </ul> </div> </div> </li> </ul> </div> <div class="primary-nav__col"> <ul class="primary-nav__level-two"> <li> <a href="#" id="nav-utility-6a89b356-a01c-42cf-ab4f-f02487785b22" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active">Asia & Australia</a> <div class="primary-nav__level-three" data-level="2" data-delay-toggle data-control-elements="#nav-utility-6a89b356-a01c-42cf-ab4f-f02487785b22, #nav-utility-6a89b356-a01c-42cf-ab4f-f02487785b22-close, #nav-utility-7c67f33e-748a-4668-a319-d384bda00ba2-close" data-class-toggle="mega-menu__level-three--expanded" data-delay-time="400" data-reverse="true"> <div class="off-canvas-menu__back-link"> <a id="nav-utility-6a89b356-a01c-42cf-ab4f-f02487785b22-close" data-toggle-element="#off-canvas-menu-container" data-toggle-class="level-three-active" data-close-only="true" class="off-canvas-menu__back-link">Offices</a> </div> <div class="off-canvas-menu__level-three-wrap"> <h5 class="">Asia & Australia</h5> <ul> <li> <a href="/offices/bangkok/" aria-label="Bangkok">Bangkok</a> </li> <li> <a href="/offices/beijing/" aria-label="Beijing">Beijing</a> </li> <li> <a href="/offices/bengaluru/" aria-label="Bengaluru">Bengaluru</a> </li> <li> <a href="/offices/ho-chi-minh-city/" aria-label="Ho Chi Minh City">Ho Chi Minh City</a> </li> <li> <a href="/offices/hong-kong/" aria-label="Hong Kong">Hong Kong</a> </li> <li> <a href="/offices/jakarta/" aria-label="Jakarta">Jakarta</a> </li> <li> <a href="/offices/kuala-lumpur/" aria-label="Kuala Lumpur">Kuala Lumpur</a> </li> <li> <a href="/offices/manila/" aria-label="Manila">Manila</a> </li> <li> <a href="/offices/melbourne/" aria-label="Melbourne">Melbourne</a> </li> <li> <a href="/offices/mumbai/" aria-label="Mumbai">Mumbai</a> </li> <li> <a href="/offices/new-delhi/" aria-label="New Delhi">New Delhi</a> </li> <li> <a href="/offices/perth/" aria-label="Perth">Perth</a> </li> <li> <a href="/offices/seoul/" aria-label="Seoul">Seoul</a> </li> <li> <a href="/offices/shanghai/" aria-label="Shanghai">Shanghai</a> </li> <li> <a href="/offices/singapore/" aria-label="Singapore">Singapore</a> </li> <li> <a href="/offices/sydney/" aria-label="Sydney">Sydney</a> </li> <li> <a href="/offices/tokyo/" aria-label="Tokyo">Tokyo</a> </li> </ul> </div> </div> </li> </ul> </div> </div> <a 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