  {"id":15346,"date":"2022-03-26T12:32:35","date_gmt":"2022-03-26T16:32:35","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-digit\/?post_type=hck-submission&#038;p=15346"},"modified":"2022-03-26T13:27:41","modified_gmt":"2022-03-26T17:27:41","slug":"transit-ing-big-data","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/transit-ing-big-data\/","title":{"rendered":"Transit-ing Big Data"},"content":{"rendered":"\n\n\n<p><strong>Overview<\/strong><\/p>\n\n\n\n<p>The Transit app has been chugging along for a decade, but in a crowded marketplace and low barrier to switching, how has the company differentiated itself from its competitors? One of the key strategy areas has been to partner with transit agencies to improve the app.<\/p>\n\n\n\n<p>The Transit app\u2019s interface offers users a screenshot of nearby lines and a search box for directions. Once the user has entered a location, Transit offers users the most efficient way to travel somewhere using transit, ride share, or cycling\/scooter services and most importantly also offers a combination of different modes &#8211; multimodal transportation.&nbsp;<\/p>\n\n\n\n<p><strong>Value Creation<\/strong><\/p>\n\n\n\n<p>By partnering with transit agencies, ride-sharing apps, bicycle\/scooter services and being user-focussed, Transit has managed to capture various data to provide insights on different types of transportation and using historical data to help project future demand. Some of these data include:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-12.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-12-1024x419.png\" alt=\"\" class=\"wp-image-15348\" width=\"334\" height=\"136\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-12-1024x419.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-12-300x123.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-12-768x314.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-12-600x246.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-12.png 1334w\" sizes=\"auto, (max-width: 334px) 100vw, 334px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-11.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-11-1024x318.png\" alt=\"\" class=\"wp-image-15347\" width=\"338\" height=\"104\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-11-1024x318.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-11-300x93.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-11-768x239.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-11-600x187.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-11.png 1344w\" sizes=\"auto, (max-width: 338px) 100vw, 338px\" \/><\/a><figcaption>Various data that Transit app <a href=\"http:\/\/From https:\/\/www.mass.gov\/doc\/translating-data-generated-by-the-transit-app-into-insights-on-transportation-use-in-greater-boston-final-report\/download\">captures and is able to provide transit agencies with<\/a>. <\/figcaption><\/figure>\n\n\n\n<p>Additional data include weather, time of day, week, and year &#8211; which was especially relevant to measure various public health safety measures and their effects on public transit use during the COVID-19 pandemic.<\/p>\n\n\n\n<p>Using rider-generated data, Transit has partnered with Transit agencies to improve their services by providing insights into:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>how busy certain transit lines are &#8211; by tracking the number of riders, allowing public transit agencies to anticipate future demand&nbsp;<\/li><li>factors that result in users choosing ride share apps over public transit &#8211; in the Boston study, MBTA researchers found that wait time, walking distance, and commuting time were the most important factors in users choosing ride share over public transit.<\/li><li>turnkey solution for fare purchases &#8211; Transit has integrated with various transit agencies\u2019 payment systems so riders can purchase their fares in-app and show proof of payment in the app. By reducing friction to using public transit, transit agencies can improve ridership and also reduce the number of ticket selling locations and technical infrastructure required to sell tickets.&nbsp;<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-13.png\"><img loading=\"lazy\" decoding=\"async\" width=\"958\" height=\"684\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-13.png\" alt=\"\" class=\"wp-image-15349\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-13.png 958w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-13-300x214.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-13-768x548.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-13-600x428.png 600w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/a><figcaption>What purchasing a fare for bike share and transit look like in the app.<\/figcaption><\/figure>\n\n\n\n<p>For transit users, Transit has :<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>improved real time bus and train information &#8211; by tracking riders\u2019 locations and rewarding them for sharing this information and <a href=\"https:\/\/blog.transitapp.com\/the-bus-schedules-they-are-a-changin\/\">providing transit agency updates immediately to riders<\/a>. &nbsp;<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14-1024x546.png\" alt=\"\" class=\"wp-image-15351\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14-1024x546.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14-300x160.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14-768x409.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14-1536x819.png 1536w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14-600x320.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-14.png 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"485\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15-1024x485.png\" alt=\"\" class=\"wp-image-15352\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15-1024x485.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15-300x142.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15-768x364.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15-1536x728.png 1536w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15-600x284.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-15.png 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"746\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16-1024x746.png\" alt=\"\" class=\"wp-image-15353\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16-1024x746.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16-300x219.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16-768x560.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16-1536x1120.png 1536w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16-600x437.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-16.png 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>Using the data it collects and mapping it to historical data, the Transit App&#8217;s ML algorithms have been able to better forecast delays due to weather events, traffic, etc. than other transit apps.<\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\"><li>opened up different ways of getting places &#8211; improving mobility for riders and allowing them to choose between the fastest, cheapest, or healthiest route (by walking or cycling) by offering multimodal transportation options (Transit+)<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-17.png\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"776\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-17.png\" alt=\"\" class=\"wp-image-15354\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-17.png 936w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-17-300x249.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-17-768x637.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-17-600x497.png 600w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/a><\/figure>\n\n\n\n<ul class=\"wp-block-list\"><li>enabled tourists to purchase bus tickets and bike share passes easily without having to navigate an entire new interface or download a new application<\/li><li>gamified the public transit experience &#8211; by showing the number of other Transit users they have helped by sharing the data, <a href=\"https:\/\/blog.transitapp.com\/you-can-avoid-crowds-on-public-transit-with-new-real-time-crowding-info-b61e60f5502\/\">encouraging users to share ride information and crowding information<\/a>. For each transit line, there are also leaderboards so users can compete to help more people using their data. &nbsp;<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-18.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-18-1024x574.png\" alt=\"\" class=\"wp-image-15355\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-18-1024x574.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-18-300x168.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-18-768x431.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-18-600x337.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-18.png 1050w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>Transit has gamified the user experience to encourage users to share their travel data in the app.<\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\"><li>linking users with vaccine clinics &#8211; during the pandemic, the app further showed vaccine&nbsp; clinic locations so users could easily find where they could get vaccinated against COVID-19.&nbsp;<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19-1024x512.png\" alt=\"\" class=\"wp-image-15356\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19-1024x512.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19-300x150.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19-768x384.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19-1536x768.png 1536w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19-600x300.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-19.png 1726w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>COVID vaccine clinics were shown prominently in the Transit app to help users get vaccinated.<\/figcaption><\/figure>\n\n\n\n<p><strong>Value Capture<\/strong><\/p>\n\n\n\n<p>Transit has steadfastly held on to not relying on selling personal data or running ads to support its service. Instead, it has collected a commission on transit fare sales through its app and for linking riders with rideshare services.<\/p>\n\n\n\n<p>However, this was still not generating enough revenue, so Transit launched <a href=\"https:\/\/blog.transitapp.com\/wp-content\/uploads\/2021\/08\/royale-factsheet.pdf\">Transit Royale<\/a> &#8211; a subscription service that they sell to both transit agencies and app users. It provides enhancements such as letting users customize their emojis and enabling riders to plan rides further ahead into the future. Some transit agencies have paid for this service instead so all riders on the system have access to these perks. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20-1024x538.png\" alt=\"\" class=\"wp-image-15357\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20-1024x538.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20-300x158.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20-768x403.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20-1536x806.png 1536w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20-2048x1075.png 2048w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-20-600x315.png 600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21.png\"><img loading=\"lazy\" decoding=\"async\" width=\"968\" height=\"1024\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21-968x1024.png\" alt=\"\" class=\"wp-image-15359\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21-968x1024.png 968w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21-284x300.png 284w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21-768x812.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21-1453x1536.png 1453w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21-567x600.png 567w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2022\/03\/image-21.png 1706w\" sizes=\"auto, (max-width: 968px) 100vw, 968px\" \/><\/a><figcaption>Transit Royale feature overview<\/figcaption><\/figure>\n\n\n\n<p><strong>Challenges and opportunities<\/strong><\/p>\n\n\n\n<p>Value capture continues to remain the largest barrier for the company. After providing so much value to riders and transit agencies, will Transit App be able to sustain its business model through just ticket sales commissions and the newly launched Transit Royale? <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Consumers are spoiled by the choices they have to navigate the public transit system &#8211; they can use Google Maps,  Bing Maps, Apple Maps, Moovit, transit maps, or even Lyft. The Transit app was released in 2012. How will the Montreal-based company compete in this crowded market?<\/p>\n","protected":false},"author":19162,"featured_media":15358,"comment_status":"open","ping_status":"closed","template":"","categories":[],"class_list":["post-15346","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-digit\/assignment\/competing-with-data-5\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Transit-ing Big Data - Digital Innovation and Transformation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/transit-ing-big-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Transit-ing Big Data - Digital Innovation and Transformation\" \/>\n<meta property=\"og:description\" content=\"Consumers are spoiled by the choices they have to navigate the public transit system - they can use Google Maps, Bing Maps, Apple Maps, Moovit, transit maps, or even Lyft. The Transit app was released in 2012. 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