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l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/geekculture/not-all-data-science-careers-need-to-follow-the-same-path-6bfa39239976" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/geekculture?source=user_profile_page---------1-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Geek Culture" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*bWAVaFQmpmU6ePTjNIje_A.jpeg" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/geekculture?source=user_profile_page---------1-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Geek Culture</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/geekculture/not-all-data-science-careers-need-to-follow-the-same-path-6bfa39239976?source=user_profile_page---------1-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">Not All Data Science Careers Need to Follow the Same Path</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">Navigating the Data Science Career Landscape</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Oct 25, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/geekculture/not-all-data-science-careers-need-to-follow-the-same-path-6bfa39239976?source=user_profile_page---------1-------------13c1d9e9890d---------------"></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F6bfa39239976&operation=register&redirect=https%3A%2F%2Fmedium.com%2Fgeekculture%2Fnot-all-data-science-careers-need-to-follow-the-same-path-6bfa39239976&source=---------1-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="Not All Data Science Careers Need to Follow the Same Path"><div class="j i d"><img alt="Not All Data Science Careers Need to Follow the Same Path" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:160:106/0*R6UA--B1wS-DzGS-" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Not All Data Science Careers Need to Follow the Same Path" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:320:214/0*R6UA--B1wS-DzGS-" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Oct 25, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/geekculture/not-all-data-science-careers-need-to-follow-the-same-path-6bfa39239976?source=user_profile_page---------1-------------13c1d9e9890d---------------"></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F6bfa39239976&operation=register&redirect=https%3A%2F%2Fmedium.com%2Fgeekculture%2Fnot-all-data-science-careers-need-to-follow-the-same-path-6bfa39239976&source=---------1-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/towards-data-science/data-science-succeeds-when-it-solves-these-two-problems-7451e7b1caa2" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/towards-data-science?source=user_profile_page---------2-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/towards-data-science?source=user_profile_page---------2-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/towards-data-science/data-science-succeeds-when-it-solves-these-two-problems-7451e7b1caa2?source=user_profile_page---------2-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">Data Science Succeeds When It Solves These Two Problems</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">Great data scientists consider both of them</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Oct 7, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/data-science-succeeds-when-it-solves-these-two-problems-7451e7b1caa2?source=user_profile_page---------2-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F7451e7b1caa2&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fdata-science-succeeds-when-it-solves-these-two-problems-7451e7b1caa2&source=---------2-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="Data Science Succeeds When It Solves These Two Problems"><div class="j i d"><img alt="Data Science Succeeds When It Solves These Two Problems" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:160:106/0*0hPSnrH0c6NTsucq" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Data Science Succeeds When It Solves These Two Problems" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:320:214/0*0hPSnrH0c6NTsucq" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Oct 7, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/data-science-succeeds-when-it-solves-these-two-problems-7451e7b1caa2?source=user_profile_page---------2-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F7451e7b1caa2&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fdata-science-succeeds-when-it-solves-these-two-problems-7451e7b1caa2&source=---------2-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/codex/the-stephen-king-effect-why-talented-data-scientists-struggle-to-succeed-53a70eb7263b" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/codex?source=user_profile_page---------3-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="CodeX" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*VqH0bOrfjeUkznphIC7KBg.png" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/codex?source=user_profile_page---------3-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">CodeX</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/codex/the-stephen-king-effect-why-talented-data-scientists-struggle-to-succeed-53a70eb7263b?source=user_profile_page---------3-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">The Stephen King Effect: Why Talented Data Scientists Struggle to Succeed</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">Don’t let your data science career become a horror story</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Jul 13, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/codex/the-stephen-king-effect-why-talented-data-scientists-struggle-to-succeed-53a70eb7263b?source=user_profile_page---------3-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>6</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F53a70eb7263b&operation=register&redirect=https%3A%2F%2Fmedium.com%2Fcodex%2Fthe-stephen-king-effect-why-talented-data-scientists-struggle-to-succeed-53a70eb7263b&source=---------3-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="The Shining Graffiti"><div class="j i d"><img alt="The Shining Graffiti" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:160:106/0*_kjMPB97EsaBgzK6" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="The Shining Graffiti" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:320:214/0*_kjMPB97EsaBgzK6" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Jul 13, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/codex/the-stephen-king-effect-why-talented-data-scientists-struggle-to-succeed-53a70eb7263b?source=user_profile_page---------3-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>6</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F53a70eb7263b&operation=register&redirect=https%3A%2F%2Fmedium.com%2Fcodex%2Fthe-stephen-king-effect-why-talented-data-scientists-struggle-to-succeed-53a70eb7263b&source=---------3-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/towards-data-science/want-to-be-valued-as-a-data-scientist-ask-the-right-questions-39b553a760b1" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/towards-data-science?source=user_profile_page---------4-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/towards-data-science?source=user_profile_page---------4-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/towards-data-science/want-to-be-valued-as-a-data-scientist-ask-the-right-questions-39b553a760b1?source=user_profile_page---------4-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">Want to be Valued as a Data Scientist? Ask the Right Questions</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">The questions you ask reveal the value you bring</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Jul 8, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/want-to-be-valued-as-a-data-scientist-ask-the-right-questions-39b553a760b1?source=user_profile_page---------4-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>3</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F39b553a760b1&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fwant-to-be-valued-as-a-data-scientist-ask-the-right-questions-39b553a760b1&source=---------4-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="Want to be Valued as a Data Scientist? Ask the Right Questions"><div class="j i d"><img alt="Want to be Valued as a Data Scientist? Ask the Right Questions" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:160:106/0*3oP3lIWsp1Vprs1e" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Want to be Valued as a Data Scientist? Ask the Right Questions" class="bx hh" src="https://miro.medium.com/v2/da:true/resize:fill:320:214/0*3oP3lIWsp1Vprs1e" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Jul 8, 2022</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/want-to-be-valued-as-a-data-scientist-ask-the-right-questions-39b553a760b1?source=user_profile_page---------4-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>3</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F39b553a760b1&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fwant-to-be-valued-as-a-data-scientist-ask-the-right-questions-39b553a760b1&source=---------4-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/towards-data-science/using-the-data-science-spectrum-to-find-the-right-data-science-career-path-for-you-eff98b6c589c" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/towards-data-science?source=user_profile_page---------5-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/towards-data-science?source=user_profile_page---------5-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/towards-data-science/using-the-data-science-spectrum-to-find-the-right-data-science-career-path-for-you-eff98b6c589c?source=user_profile_page---------5-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">Using the Data Science Spectrum to Find the Right Data Science Career Path for You</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">Not all data science jobs are the same</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Dec 28, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/using-the-data-science-spectrum-to-find-the-right-data-science-career-path-for-you-eff98b6c589c?source=user_profile_page---------5-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Feff98b6c589c&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fusing-the-data-science-spectrum-to-find-the-right-data-science-career-path-for-you-eff98b6c589c&source=---------5-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="Using the Data Science Spectrum to Find the Right Data Science Career Path for You"><div class="j i d"><img alt="Using the Data Science Spectrum to Find the Right Data Science Career Path for You" class="bx hh" src="https://miro.medium.com/v2/resize:fill:160:106/1*sSU3_VG9XjXGNw1k74BnTQ.jpeg" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Using the Data Science Spectrum to Find the Right Data Science Career Path for You" class="bx hh" src="https://miro.medium.com/v2/resize:fill:320:214/1*sSU3_VG9XjXGNw1k74BnTQ.jpeg" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Dec 28, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/using-the-data-science-spectrum-to-find-the-right-data-science-career-path-for-you-eff98b6c589c?source=user_profile_page---------5-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>2</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Feff98b6c589c&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fusing-the-data-science-spectrum-to-find-the-right-data-science-career-path-for-you-eff98b6c589c&source=---------5-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/towards-data-science/what-type-of-data-scientist-are-you-84c3c2b9fc16" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/towards-data-science?source=user_profile_page---------6-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/towards-data-science?source=user_profile_page---------6-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/towards-data-science/what-type-of-data-scientist-are-you-84c3c2b9fc16?source=user_profile_page---------6-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">What Type of Data Scientist Are You?</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">When I first started moving into data science, I was working in the insurance industry, where most people in analytical roles come from…</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Dec 17, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/what-type-of-data-scientist-are-you-84c3c2b9fc16?source=user_profile_page---------6-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>5</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F84c3c2b9fc16&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fwhat-type-of-data-scientist-are-you-84c3c2b9fc16&source=---------6-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="What Type of Data Scientist Are You?"><div class="j i d"><img alt="What Type of Data Scientist Are You?" class="bx hh" src="https://miro.medium.com/v2/resize:fill:160:106/1*Gh5Im2SRcT1217ZsoSeR9g.png" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="What Type of Data Scientist Are You?" class="bx hh" src="https://miro.medium.com/v2/resize:fill:320:214/1*Gh5Im2SRcT1217ZsoSeR9g.png" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Dec 17, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/what-type-of-data-scientist-are-you-84c3c2b9fc16?source=user_profile_page---------6-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>5</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F84c3c2b9fc16&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fwhat-type-of-data-scientist-are-you-84c3c2b9fc16&source=---------6-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/analytics-vidhya/the-pitfalls-of-linear-regression-and-how-to-avoid-them-b93626e1a020" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/analytics-vidhya?source=user_profile_page---------7-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Analytics Vidhya" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*Qw8AOQSnnlz7SLiwAda2jw.png" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/analytics-vidhya?source=user_profile_page---------7-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Analytics Vidhya</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/analytics-vidhya/the-pitfalls-of-linear-regression-and-how-to-avoid-them-b93626e1a020?source=user_profile_page---------7-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">The Pitfalls of Linear Regression and How to Avoid Them</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">What to Do When the Linear Regression Assumptions Don’t Hold</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Sep 28, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/analytics-vidhya/the-pitfalls-of-linear-regression-and-how-to-avoid-them-b93626e1a020?source=user_profile_page---------7-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>4</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fb93626e1a020&operation=register&redirect=https%3A%2F%2Fmedium.com%2Fanalytics-vidhya%2Fthe-pitfalls-of-linear-regression-and-how-to-avoid-them-b93626e1a020&source=---------7-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="The Pitfalls of Linear Regression and How to Avoid Them"><div class="j i d"><img alt="The Pitfalls of Linear Regression and How to Avoid Them" class="bx hh" src="https://miro.medium.com/v2/resize:fill:160:106/1*5AtbBU_AJeQQ2Q8HAGMG2Q.jpeg" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="The Pitfalls of Linear Regression and How to Avoid Them" class="bx hh" src="https://miro.medium.com/v2/resize:fill:320:214/1*5AtbBU_AJeQQ2Q8HAGMG2Q.jpeg" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Sep 28, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/analytics-vidhya/the-pitfalls-of-linear-regression-and-how-to-avoid-them-b93626e1a020?source=user_profile_page---------7-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>4</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fb93626e1a020&operation=register&redirect=https%3A%2F%2Fmedium.com%2Fanalytics-vidhya%2Fthe-pitfalls-of-linear-regression-and-how-to-avoid-them-b93626e1a020&source=---------7-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/towards-data-science/beyond-linear-regression-an-introduction-to-glms-7ae64a8fad9c" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/towards-data-science?source=user_profile_page---------8-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/towards-data-science?source=user_profile_page---------8-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/towards-data-science/beyond-linear-regression-an-introduction-to-glms-7ae64a8fad9c?source=user_profile_page---------8-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">Beyond Linear Regression: An Introduction to GLMs</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">Coming from a statistics background, my first foray into data science and machine learning was via linear regression. At the time, I…</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Sep 22, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/beyond-linear-regression-an-introduction-to-glms-7ae64a8fad9c?source=user_profile_page---------8-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>5</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F7ae64a8fad9c&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fbeyond-linear-regression-an-introduction-to-glms-7ae64a8fad9c&source=---------8-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="Beyond Linear Regression: An Introduction to GLMs"><div class="j i d"><img alt="Beyond Linear Regression: An Introduction to GLMs" class="bx hh" src="https://miro.medium.com/v2/resize:fill:160:106/1*ZsiQGKu5Pj0AEi9OiENHMw.jpeg" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="Beyond Linear Regression: An Introduction to GLMs" class="bx hh" src="https://miro.medium.com/v2/resize:fill:320:214/1*ZsiQGKu5Pj0AEi9OiENHMw.jpeg" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Sep 22, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/beyond-linear-regression-an-introduction-to-glms-7ae64a8fad9c?source=user_profile_page---------8-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>5</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F7ae64a8fad9c&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2Fbeyond-linear-regression-an-introduction-to-glms-7ae64a8fad9c&source=---------8-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="om bh r on oo op oq or"></div></div></div></div></div></article></div></div></div><div class="ab cn"><div class="ia bh ib ic id ie"><div class="os bh l"><article class=""><div class="lr l"><div class="bh dp"><div class="l"><div class="bh l"><div style="position:relative;display:flex" role="link" data-href="https://medium.com/towards-data-science/3-python-tools-data-scientists-can-use-for-production-quality-code-604a5e0acf9a" tabindex="0"><div class="bh ls lt lu lv"><div class="ab"><div class="lw lx ly lz ma ab q"><div class="mb l"><div><div class="l" aria-hidden="false"><a href="https://medium.com/towards-data-science?source=user_profile_page---------9-------------13c1d9e9890d---------------" rel="noopener follow"><div class="dq ab"><img alt="Towards Data Science" class="hh hj hi fo" src="https://miro.medium.com/v2/resize:fill:40:40/1*CJe3891yB1A1mzMdqemkdg.jpeg" width="20" height="20" loading="lazy"/><div class="hh l hi hj fm n fl fn"></div></div></a></div></div></div><div class="mc l"><p class="bf b dt z ds">Published in</p></div><div class="l"><div><div class="l" aria-hidden="false"><a class="af ag ah ai aj ak al am an ao ap aq ar md ab q" href="https://medium.com/towards-data-science?source=user_profile_page---------9-------------13c1d9e9890d---------------" rel="noopener follow"><p class="bf b dt z hk hl hm hn ho hp hq hr bk">Towards Data Science</p></a></div></div></div></div></div><div class="ab"><div class="l cl gb"><div class="me mf mg mh mi mj mk ml mm mn"><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/towards-data-science/3-python-tools-data-scientists-can-use-for-production-quality-code-604a5e0acf9a?source=user_profile_page---------9-------------13c1d9e9890d---------------"><h2 class="bf mo mp mq mr jr ms mt mu mv jw mw jy jz mx my kc mz na nb nc nd ne nf ng nh ni hk hm hn hp hr bk">3 Python Tools Data Scientists Can Use for Production-Quality Code</h2><div class="nj"><h3 class="bf b ge z hk nk hm hn nl hp hr ds">Just because you’re a data scientist, doesn’t mean you shouldn’t write good code</h3></div></a></div><div class="h k"><div class="nm nn no np nq nr ns nt nu nv l"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 1.99 0 0 1-3.732 0l-5.771-15.87a2.02 2.02 0 0 0-1.194-1.195L7.298 33.866a1.99 1.99 0 0 1 0-3.732l15.87-5.771a2.02 2.02 0 0 0 1.195-1.194l5.771-15.871a1.99 1.99 0 0 1 3.732 0l5.771 15.87a2.02 2.02 0 0 0 1.194 1.195l15.871 5.771a1.99 1.99 0 0 1 0 3.732l-15.87 5.771a2.02 2.02 0 0 0-1.195 1.194"></path></svg></div></div></div></button></div></div><span>Sep 7, 2019</span><div class="h k j i d"><div class="dq nw nx ab q"><div class="fm ny nz ab q oa"><div class="ax nx ob l fo"></div></div><a class="fm li nz ab q oa" tabindex="-1" rel="noopener follow" href="/towards-data-science/3-python-tools-data-scientists-can-use-for-production-quality-code-604a5e0acf9a?source=user_profile_page---------9-------------13c1d9e9890d---------------"><div><div class="ab" aria-hidden="false"><div class="ab q ot"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="#6B6B6B" viewBox="0 0 16 16"><path fill="#6B6B6B" d="M12.344 11.458A5.28 5.28 0 0 0 14 7.526C14 4.483 11.391 2 8.051 2S2 4.483 2 7.527c0 3.051 2.712 5.526 6.059 5.526a6.6 6.6 0 0 0 1.758-.236q.255.223.554.414c.784.51 1.626.768 2.512.768a.37.37 0 0 0 .355-.214.37.37 0 0 0-.03-.384 4.7 4.7 0 0 1-.857-1.958v.014z"></path></svg><span>3</span></div></div></div></a></div></div></div><div class="ab q oc od"><div class="h k j i d"><div><div class="bm" aria-hidden="false"><span><a class="af ag ah ai aj ak al am an ao ap aq ar as at" rel="noopener follow" href="/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F604a5e0acf9a&operation=register&redirect=https%3A%2F%2Ftowardsdatascience.com%2F3-python-tools-data-scientists-can-use-for-production-quality-code-604a5e0acf9a&source=---------9-------------13c1d9e9890d----bookmark_preview-----------"><svg xmlns="http://www.w3.org/2000/svg" width="25" height="25" fill="none" viewBox="0 0 25 25" class="ds oe of" aria-label="Add to list bookmark button"><path fill="currentColor" d="M18 2.5a.5.5 0 0 1 1 0V5h2.5a.5.5 0 0 1 0 1H19v2.5a.5.5 0 1 1-1 0V6h-2.5a.5.5 0 0 1 0-1H18zM7 7a1 1 0 0 1 1-1h3.5a.5.5 0 0 0 0-1H8a2 2 0 0 0-2 2v14a.5.5 0 0 0 .805.396L12.5 17l5.695 4.396A.5.5 0 0 0 19 21v-8.5a.5.5 0 0 0-1 0v7.485l-5.195-4.012a.5.5 0 0 0-.61 0L7 19.985z"></path></svg></a></span></div></div></div></div></div></span></div></div></div><div class="og oh oi oj ok l"><div aria-label="3 Python Tools Data Scientists Can Use for Production-Quality Code"><div class="j i d"><img alt="3 Python Tools Data Scientists Can Use for Production-Quality Code" class="bx hh" src="https://miro.medium.com/v2/resize:fill:160:106/1*NAPaNvQ9DBtv-073vwRkSA.jpeg" width="80" height="53" loading="lazy"/></div><div class="h k"><img alt="3 Python Tools Data Scientists Can Use for Production-Quality Code" class="bx hh" src="https://miro.medium.com/v2/resize:fill:320:214/1*NAPaNvQ9DBtv-073vwRkSA.jpeg" width="160" height="107" loading="lazy"/></div></div></div></div><div class="ol j i d"><span class="bf b dt z ds"><div class="jm ab hb ae"><div class="ab q oa"><div class="lr ab"><div class="bm" aria-hidden="false"><button class="l ay ao am" aria-label="Member-only story"><div class=""><div><div class="bm" aria-hidden="false"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 64 64"><path fill="#FFC017" d="m39.637 40.831-5.771 15.871a1.99 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