{"id":28633,"date":"2025-08-27T10:00:00","date_gmt":"2025-08-27T08:00:00","guid":{"rendered":"https:\/\/blog.ptvgroup.com\/?p=28633"},"modified":"2026-01-12T14:37:15","modified_gmt":"2026-01-12T13:37:15","slug":"rethinking-public-transport-through-ridership-analysis","status":"publish","type":"post","link":"https:\/\/blog.ptvgroup.com\/en\/trend-topics\/rethinking-public-transport-through-ridership-analysis\/","title":{"rendered":"Rethinking Public Transport Through Ridership Analysis"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<div class=\"wp-block-yoast-seo-table-of-contents yoast-table-of-contents\"><h2>Table of contents<\/h2><ul><li><a href=\"#h-what-ptv-lines-enables\" data-level=\"2\">What PTV Lines Enables<\/a><\/li><li><a href=\"#h-understanding-passenger-flows\" data-level=\"2\">Understanding Passenger Flows<\/a><\/li><li><a href=\"#h-from-data-to-planning-decisions\" data-level=\"2\">From Data to Planning Decisions<\/a><\/li><li><a href=\"#h-supporting-broader-questions\" data-level=\"2\">Supporting Broader Questions<\/a><\/li><li><a href=\"#h-methodological-foundations\" data-level=\"2\">Methodological Foundations<\/a><\/li><\/ul><\/div>\n\n\n\n<p>In times of tighter budgets and shifting mobility patterns, public transport agencies are under increasing pressure to make better-informed planning decisions. One of the most critical questions they face: How can we align services more closely with actual demand without compromising accessibility or efficiency?<\/p>\n\n\n\n<p>One useful answer lies in ridership analysis, and more specifically, in tools that allow planners to calculate and understand passenger flows.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-ptv-lines-enables\">What PTV Lines Enables<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.ptvgroup.com\/en\/products\/ptv-lines\" target=\"_blank\" rel=\"noreferrer noopener\">PTV Lines is a platform<\/a> developed for data-supported public transport planning. It helps plan, visualize and evaluate transit services through a variety of operational and demand-based indicators. Among its capabilities:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Analyzing passenger volumes using origin-destination (OD) data or demand models<\/li>\n\n\n\n<li>Calculation and visualizing boardings, alightings, and transfers at stops<\/li>\n\n\n\n<li>Calculating occupancy rate and passenger distribution<\/li>\n\n\n\n<li>Evaluating metrics such as passenger kilometers\/miles, load factors, and capacity kilometers\/miles<\/li>\n<\/ul>\n\n\n\n<p>The tool is compatible with GTFS and PTV Visum inputs, and it allows for planning scenarios based on different times of day, directions, or service variants.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Ridership and Demand Analysis | PTV Lines | Tutorial\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/hYHsCscwH84?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-understanding-passenger-flows\">Understanding Passenger Flows<\/h2>\n\n\n\n<p>At its core, PTV Lines models how passengers move through a transit network based on actual service characteristics: travel time, transfer options, and convenience (e.g., walking or waiting time). It assigns demand from OD matrices to the existing network and shows how changes, like new routes or altered frequencies impact ridership patterns.<\/p>\n\n\n\n<p>This makes it possible to see not just <em>where<\/em> people are traveling, but <em>how<\/em> they interact with services across the network.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-from-data-to-planning-decisions\">From Data to Planning Decisions<\/h2>\n\n\n\n<p>Ridership analysis in PTV Lines can inform a wide range of planning tasks, including:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Identifying under- or over-utilized segments<\/li>\n\n\n\n<li>Adjusting frequencies by time of day and direction<\/li>\n\n\n\n<li>Redesigning routes to cover demand<\/li>\n\n\n\n<li>Supporting capacity planning and vehicle allocation<\/li>\n\n\n\n<li>Comparing scenarios in terms of costs, service kilometers\/miles, and occupancy<\/li>\n<\/ul>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e54186a07bc&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e54186a07bc\" class=\"wp-block-image size-full wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit.png\" alt=\"\" class=\"wp-image-28694\" style=\"object-fit:cover\" srcset=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit.png 1920w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit-640x360.png 640w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit-1110x624.png 1110w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit-320x180.png 320w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit-768x432.png 768w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit-1536x864.png 1536w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/entryExit-300x169.png 300w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">Calculation and visualizing boardings, alightings, and transfers at stops. \u00a9PTV Group 2025<\/figcaption><\/figure>\n\n\n\n<p>For example, in a scenario presented during a recent <strong>webinar<\/strong>, a planner restructured a transit line by splitting it into two segments. They adjusted vehicle sizes and frequencies based on ridership insights &#8211; reducing number of required vehicles and service costs while improving capacity utilization.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"PTV Talks- Ridership Calculation and Visualization for Smarter Transit Planning with PTV Lines\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/l2gpOZxE-og?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-supporting-broader-questions\">Supporting Broader Questions<\/h2>\n\n\n\n<p>The insights generated through PTV Lines can help address questions that are currently relevant across many agencies:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which services deliver relatively high value at a lower operational cost?<\/li>\n\n\n\n<li>Where is it possible to reduce service without compromising core accessibility?<\/li>\n\n\n\n<li>What happens to transfer quality if frequencies are thinned out?<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-methodological-foundations\">Methodological Foundations<\/h2>\n\n\n\n<p>The algorithms behind the ridership calculations in PTV Lines are built on scientific methods developed and refined over more than 40 years. These are not abstract models &#8211; they are grounded in practice and have been applied in real-world planning contexts across many regions.<\/p>\n\n\n\n<p>The approach benefits from the experience of a team with deep roots in demand modeling. For example, <a href=\"https:\/\/www.linkedin.com\/in\/michael-bundschuh-7718a8196\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dr. Michael Bundschuh<\/a> and <a href=\"https:\/\/www.linkedin.com\/in\/sebastian-sielemann\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sebastian Sielemann<\/a> have contributed their longstanding expertise from working with <a href=\"https:\/\/www.ptvgroup.com\/en\/products\/ptv-visum\" target=\"_blank\" rel=\"noreferrer noopener\">PTV Visum<\/a> to the development of PTV Lines, ensuring both continuity and practical relevance.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">A Practical Planning Tool<\/h2>\n\n\n\n<p>PTV Lines provides a lightweight, interactive environment for service planners to explore, test, evaluate the quality, and communicate planning ideas. Its scenario functionality and clear visual outputs also make it easier to involve stakeholders early in the process.<\/p>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69e54186a139a&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69e54186a139a\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1065\" height=\"624\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/volumes-1065x624.png\" alt=\"\" class=\"wp-image-28683\" srcset=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/volumes-1065x624.png 1065w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/volumes-615x360.png 615w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/volumes-768x450.png 768w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/volumes-1536x900.png 1536w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/volumes-300x176.png 300w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2025\/08\/volumes.png 1895w\" sizes=\"auto, (max-width: 1065px) 100vw, 1065px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">Analyzing passenger volumes using origin-destination (OD) data. \u00a9PTV Group 2025<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Final Thoughts<\/h2>\n\n\n\n<p>Ridership analysis isn\u2019t just about numbers; it\u2019s about understanding the lived reality of how people use public transport. With tools like PTV Lines, planners are better equipped to make data-informed decisions, test ideas quickly, and respond flexibly to changing conditions.<\/p>\n\n\n\n<p>If you&#8217;re working in transit planning or policy and are interested in learning more about demand-responsive service design, it may be worth taking a closer look at what this kind of analysis can offer.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column cta-box is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<div class=\"wp-block-cover\"><img loading=\"lazy\" decoding=\"async\" width=\"1254\" height=\"836\" class=\"wp-block-cover__image-background wp-image-25406\" alt=\"\" src=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184.jpg 1254w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-540x360.jpg 540w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-936x624.jpg 936w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-768x512.jpg 768w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-300x200.jpg 300w\" sizes=\"auto, (max-width: 1254px) 100vw, 1254px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-80 has-background-dim wp-block-cover__gradient-background has-background-gradient\" style=\"background:linear-gradient(135deg,rgb(66,104,249) 28%,rgb(41,224,133) 88%)\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center\" style=\"font-size:24px;font-style:normal;font-weight:700\">Understand passenger flows with PTV Lines<\/p>\n\n\n\n<p class=\"has-text-align-center\">Create the Best Public Transport Service<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-14c487f4 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-white-background-color has-text-color has-background has-link-color has-text-align-center has-custom-font-size wp-element-button\" href=\"https:\/\/www.ptvgroup.com\/en\/products\/ptv-lines#trialrequest\" style=\"border-radius:8px;color:#6482f6;font-size:14px;font-style:normal;font-weight:500\" target=\"_blank\" rel=\"noreferrer noopener\">Test for free<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:300px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"1254\" height=\"836\" class=\"wp-block-cover__image-background wp-image-25406\" alt=\"\" src=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184.jpg 1254w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-540x360.jpg 540w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-936x624.jpg 936w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-768x512.jpg 768w, https:\/\/blog.ptvgroup.com\/wp-content\/uploads\/2024\/10\/iStock-1312502184-300x200.jpg 300w\" sizes=\"auto, (max-width: 1254px) 100vw, 1254px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-80 has-background-dim wp-block-cover__gradient-background has-background-gradient\" style=\"background:linear-gradient(135deg,rgb(66,104,249) 28%,rgb(41,224,133) 88%)\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center\" style=\"font-size:24px;font-style:normal;font-weight:700\">Understand passenger flows with PTV Lines<\/p>\n\n\n\n<p class=\"has-text-align-center\">Simplify your workflows, test scenarios in minutes, and make confident, data-driven decisions<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-14c487f4 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-white-background-color has-text-color has-background has-link-color has-text-align-center has-custom-font-size wp-element-button\" href=\"https:\/\/www.ptvgroup.com\/en\/products\/ptv-lines#trialrequest\" style=\"border-radius:4px;color:#6482f6;font-size:14px;font-style:normal;font-weight:700\" target=\"_blank\" rel=\"noreferrer noopener\">Test for free<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p class=\"card-text\">Rethinking public transport through ridership analysis: PTV Lines, a platform developed for data-supported public transport planning, allows planners to calculate and understand passenger flows. [&#8230;]<\/p>\n<p class=\"m-0\"><a class=\"btn btn-outline-secondary btn-read-more\" href=\"https:\/\/blog.ptvgroup.com\/en\/trend-topics\/rethinking-public-transport-through-ridership-analysis\/\">Read More<\/a><\/p>\n","protected":false},"author":123,"featured_media":28677,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8324],"tags":[8380,8377,8371],"ppma_author":[8300],"class_list":["post-28633","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trend-topics","tag-public-transport","tag-traffic-simulation","tag-urban-mobility"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.0 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Ridership Analysis at Public Transport | PTV Blog<\/title>\n<meta name=\"description\" content=\"Rethinking public transport through ridership analysis: PTV 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