Skip to main content

Blog

LATEST POSTS

June 2, 2025, by Joe Karaganis 

With the release of the 2.13 dataset, we can update our analysis of OER adoption for 2024. You can see the ealier 2023 update here and here for 2022. And as always you can explore all of this in Analytics with a trial account or subscription.

To revisit some of the earlier context:

A few years ago we reported on the rates of growth in the adoption of ‘Open Educational Resource’ (OER) textbooks and ‘Open Access’ (OA) monographs. These are books published under Creative Commons licenses, which means that they can be used and circulated freely. In a world of $200 commercial textbooks, OER textbooks, in particular, have become an important part of school and state efforts to reduce student costs. But free has a few drawbacks. In markets for commercial textbooks (and most other goods), supply and demand are connected by the sale. Producers and consumers communicate through this information loop, and this relationship makes the market more or less efficient and — on the supply side — capable of adjusting. The information loop for free digital books, on the other hand, isn’t closed. There is no sale or single point of access and titles are copied and circulate freely. It’s hard, accordingly, to know what the demand side of the OER and OA ecosystems looks like. And this lack of information becomes a problem for authors and publishers (the producers) and faculty and students (the consumers). Decisions to invest time and money by faculty, funders, libraries and others in creating new titles are made without strong insight into the demand for existing ones. Adoption decisions by faculty and staff are made without much visibility into the experience of other programs, which could provide models. Both sides of the equation involve risks, that those risks are hard to mitigate. Open Syllabus can construct this demand side information from syllabi, and so partially close the information loop.

So what's new?

US data shows continuing growth of over 20% annually, with open titles now assigned in over 2% of all classes. The overall story is still one of fast growth but from a near-zero baseline in the mid 2010s -- and with a lot of variation by field and school type.

US adoption is primarily about textbook adoption — especially into the general education curriculum and especially at two-year colleges, which have been the focus of a number of state-level adoption efforts. Rates of OA monograph adoption, in contrast, have remained nearly unchanged over the period. We would attribute this to the much greater opportunities to scale up adoption of introductory textbooks compared to specialized scholarly work — though this pattern does not hold up consistently in other countries.

The fastest growth that we can measure is still in the California 2-year system, which benefits from the largest state-supported adoption program in the country. Nearly 6% of Calfornia 2-Year college classes use OER textbooks.

There are still major differences by field, reflecting the still-very-uneven availability of open titles in the gen ed curriculum. Math and Computer Science remain at the top of the list. At California two-year schools, over 20% of math courses use open titles.

Take off can be rapid when a title successfully breaks into a major gen ed category, such as American Government survey classes. Glenn Krutz’ American Government textbook (2021) is responsible for almost all of the growth below — and in fact is higher than the chart indicates because syllabi routinely misspell his name as Kurtz, which leads to a citation undercount.

Much the same is true in Psychology, where Spielman’s Psychology (2020) has broken into the Intro to Psychology text pool.

Other fields are comparatively underserved, with no breakthrough titles. History, Sociology, Business, and Engineering are examples.

International data continues to show interesting variation. Canadian adoption patterns look a lot like the US, with a focus on introductory textbooks.

The UK, in contrast, has high levels of OA monograph adoption, but very low levels for textbooks. The ease of construction of secondary bibliographies in widely-used reading list tools like Talis and Leganto probably boosts the monograph numbers, but textbook adoption has clearly not been a focus.

Other non-reading-list-using European countries show a similar pattern: heavy on monographs but light on textbooks. In earlier updates, we attributed this to the ease with which English-language research monographs circulate as optional reading through international research communities compared to the work of producing language-localized versions of open textbooks. This still seems plausible to us. Italy is typical in this regard..

Australia falls between the two models.

As we put it last year:

The data outside the US and Canada point to differences between OER textbook publishing and 'OA' or open access scholarly monograph publishing, which remains the province of university presses. For OER textbook authors and publishers, the goal is to provide substitutes for commercial titles used in popular classes. An OER textbook can have a steep adoption curve because it has a large potential pool of classes to convert. This conversion process, in turn, has been formalized into policy and advocacy approaches, and has become an official responsibility of the library at many schools.

OA monographs, in contrast, come out of a more-or-less parallel but distinct movement to ensure that published research is free -- beginning with journal articles but extending to books and other research outputs. As research, OA monographs are usually specialized titles and almost by definition not intended to be direct substitutes for existing (commercial) titles.

The incentives and growth potential are accordingly different. Publishers are publishing more OA titles (measured by growth of the Directory of Open Access Books ), but they tend to fill small course niches and show up in classes that already assign a lot of other (commercial) books. The US and Canadian advocacy model doesn't apply as easily in this context, 'free' has less of an impact, and the textbook-based curriculum of two-year schools is largely irrelevant. This is, we think, the context for what we see in the US and Canadian data, which shows modest growth at best in the adoption of OA titles over the past ten years.

But elsewhere, the monograph vs textbook data is different and I don't think we have a complete explanation of it. One important factor is that the market-size dynamic is reversed: it's entry-level textbooks that are fragmented by country and language -- and dominated by translated commercial textbook titles -- while the research culture is international and built around English. English-language research monographs 'travel' better in this context and cost/benefit decisions shift accordingly.

We’ll refer back to last year’s update for a discussion of some of the caveats around the data — including the likelihood that OS undercounts OER adoptions, but probably not by a lot. You can learn more about OS's methods there too.

May 29, 2025, by Joe Karaganis 

We have a lot!

First, we’re very pleased to announce a strategic partnership with VitalSource, the world’s leading learning delivery network. This represents is a big vote of confidence in our work and provides a path to improving OS services in a variety of ways in the years to come. It’s also a significant step for VitalSource into the world of open data and open educational resources, which have been at the core of Open Syllabus’s work.

What does strategic partnership mean? In short, it means that VitalSource will provide financial and technical support to Open Syllabus and become the primary commercial path for accessing premium versions of OS services like Analytics. Open Syllabus remains an independent nonprofit organization and will continue to pursue its mission of supporting curricular research, archiving curricular data, and building teaching and learning services.

What changes for regular users? Nothing. Analytics, the Galaxy, and the Course Matcher will continue to provide access to most data and services for free.

What changes for subscribing institutions? Open Syllabus services become better – drawing on resources that go beyond those of what has been, over the past five years, a four-person team.

With VitalSource’s support, Open Syllabus can continue to grow into what we’ve wanted it to be: the global archive for curricular information and core infrastructure for higher education.

Second, we’ve released a new version of the Analytics dataset.

The new dataset (Version 2.13 for those counting) adds six million new syllabi, bringing the total to 27.6 million and representing the single largest increase in OS history. It updates and expands the range of discoverable titles and incorporates a range of improvements to data quality.

Third, we will be releasing a research dataset with seven and a half million syllabi representing eight years of the OS syllabus collection (2010-2017). This dataset will be available to academic researchers and nonprofit organizations -- with more information to come.

And there is more in the pipeline for the next months. It's an exciting time for Open Syllabus and we hope you'll stay tuned.

July 13, 2024, by Joe Karaganis 

The New York Times recently published a list of the '100 Best' books of the 21st Century, drawing on recommendations from authors and critics -- and it is generally excellent. And also completely subjective in the way all best-of lists are, and that's part of the fun.

It got me wondering what the analogous '100 Most Frequently Taught' books of the 21st century would look like if one removed the primarily 'instructional' genres that crowd the top ranks in Open Syllabus Analytics -- the textbooks, reference guides, readers, introductions to X, and similar titles. So that's what I've tried to do here.

Let's start by noting that 'Most Frequently Taught' does not mean 'Best,' nor is it a stamp of approval of the author or the ideas. A title can serve multiple pedagogical purposes, including exposure to work that is, for better or for worse, 'influential.' But I think it's fairly easy to see when the selection of a contemporary title, especially, does appear to reflect a judgement about what's best to illustrate an argument, introduce a perspective, or illuminate a topic.

You have to go pretty far down the title ranks in Analytics to identify 100 titles that (1) aren't in those pedagogical categories above; and (2) were published after 1999. 2600 titles specifically. And you learn a few things when you do.

First, the corpus of teaching titles is old. There are very few widely-used titles published in this century. The approach for most instructional materials is to continuously update titles published -- often -- decades ago. And the most successful textbooks are no longer books so much as brands or product lines. Pedagogically, higher ed is very conservative.

Second, the results cluster around a few topics: globalization and economic development, leadership and management, cognitive science, new media, and science writing are the largest categories. I think that reflects three conditions for appearing in the top ranks: large fields do better than small fields -- e.g., business, economics, psychology, and political science over religion or anthropology or classics; fields that assign books (rather than textbooks) to undergrads do better than fields that don't, so very little STEM presence; and fields that track and develop new ideas around contemporary events have a stronger appetite for new titles. It would be possible to continue down the ranks and identify, for example, the top 100 assigned contemporary novels but in practice the literature side of English is a fairly small and mostly historical field and contemporary fiction is a niche within it. Only a few literary titles appear near the top.

So this is not a literary best list, but arguably best for learning something important about the topics that have clustered at the top of the ranks, and best for understanding books that have become influential in thinking about those topics. The overlap with the NYT list is small, but does feature a few rapidly canonized literary titles. I've indicated the overlapping titles with a smiley. And since I was enjoying this excercise I extended the ranking a bit to 116. So you get more best books from Open Syllabus than from the NYT.

The links go to title and author profile pages in Open Syllabus Analytics. You can sign up for free to explore the full data.

  1. Leading Change, John P. Kotter
  2. Thinking, Fast and Slow, Daniel Kahneman
  3. Bowling Alone: The Collapse and Revival of American Community, Robert D. Putnam
  4. Development as Freedom, Amartya Sen
  5. Convergence Culture: Where Old and New Media Collide, Henry Jenkins
  6. 😀 The New Jim Crow, Michelle Alexander
  7. The Language of New Media, Lev Manovich
  8. Globalization and Its Discontents, Joseph E. Stiglitz
  9. The Spirit Level: Why Greater Equality Makes Societies Stronger, Richard G. Wilkinson
  10. Good to Great, Jim Collins
  11. 😀 Persepolis, Marjane Satrapi
  12. A Brief History of Neoliberalism, David Harvey
  13. Courageous Faith: Life Lessons From Old Testament Heroes, Edward E. Hindson
  14. Blue Ocean Strategy: How to Create Uncontested Market Space and Make the Competition Irrelevant, W. Chan Kim, Renee Mauborgne
  15. The Lean Startup, Eric Ries
  16. 😀 Nickel and Dimed: On (Not) Getting by in America, Barbara Ehrenreich
  17. The World Is Flat: A Brief History of the Twenty-First Century, Thomas L. Friedman
  18. Influence, Robert B. Cialdini
  19. The Tipping Point: How Little Things Can Make a Big Difference, Malcolm Gladwell
  20. Eats, Shoots and Leaves, Lynne Truss
  21. 😀 Fun Home: A Family Tragicomic, Alison Bechdel
  22. On Writing: A Memoir of the Craft, Stephen King
  23. The Tragedy of Great Power Politics, John J. Mearsheimer
  24. The End of Poverty: Economic Possibilities for Our Time, Jeffrey D. Sachs
  25. Outliers: The Story of Success, Malcolm Gladwell
  26. The Rise of the Creative Class, Richard L. Florida
  27. Modernity at Large: Cultural Dimensions of Globalization, Arjun Appadurai
  28. Collapse: How Societies Choose to Fail or Succeed, Jared Diamond
  29. The Five Dysfunctions of a Team: A Leadership Fable, Patrick Lencioni
  30. The Immortal Life of Henrietta Lacks, Rebecca Skloot
  31. Capital in the Twenty-First Century, Thomas Piketty
  32. Poor Economics: A Radical Rethinking of the Way to Fight Global Poverty, Abhijit Banerjee, Esther Duflo
  33. Why Nations Fail: The Origins of Power, Prosperity and Poverty, Daron Acemoğlu, James A. Robinson
  34. Globalization, Manfred B. Steger
  35. Fast Food Nation: The Dark Side of the All-American Meal, Eric Schlosser
  36. 😀 Between the World and Me, Ta-Nehisi Coates
  37. 😀 Postwar: A History of Europe Since 1945, Tony Judt
  38. Every Good Endeavor: Connecting Your Work to God's Work, Timothy J. Keller
  39. Alone Together: Why We Expect More From Technology and Less From Each Other, Sherry Turkle
  40. Empire, Michael Hardt, Toni Negri
  41. Justice, Michael J. Sandel
  42. Postcolonialism: An Historical Introduction, Robert Young
  43. Change by Design: How Design Thinking Transforms Organizations and Inspires Innovation, Tim Brown
  44. The Art of Game Design: A Book of Lenses, Jesse Schell
  45. Bird by Bird: Some Instructions on Writing and Life, Anne Lamott
  46. Predictably Irrational: The Hidden Forces That Shape Our Decisions, Dan Ariely
  47. The Culture of Control, David Garland
  48. Freakonomics: A Rogue Economist Explores the Hidden Side of Everything, Steven D. Levitt
  49. A History of the Modern Middle East, William L. Cleveland
  50. Strategy: An International Perspective, Bob De Wit
  51. The Omnivore's Dilemma: A Natural History of Four Meals, Michael Pollan
  52. Planet of Slums, Mike Davis
  53. Reassembling the Social, Bruno Latour
  54. Provincializing Europe: Postcolonial Thought and Historical Difference, Dipesh Chakrabarty
  55. The Wealth of Networks: How Social Production Transforms Markets and Freedom, Yochai Benkler
  56. 😀 Citizen: An American Lyric, Claudia Rankine
  57. The Curious Incident of the Dog in the Night-Time, Mark Haddon
  58. This Changes Everything: Capitalism vs. The Climate, Naomi Klein
  59. Emotional Design: Why We Love (Or Hate) Everyday Things, Donald A. Norman
  60. 😀 Never Let Me Go, Kazuo Ishiguro
  61. Free Culture, Lawrence Lessig
  62. 😀 The Road, Cormac McCarthy
  63. The Hunger Games, Suzanne Collins
  64. The Absolutely True Diary of a Part-Time Indian, Sherman Alexie
  65. 😀 White Teeth: A Novel, Zadie Smith
  66. The Shock Doctrine: The Rise of Disaster Capitalism, Naomi Klein
  67. Cities of Tomorrow, Peter Hall
  68. The Body Keeps the Score: Brain, Mind, and Body in the Healing of Trauma, Bessel A. Van Der Kolk
  69. Undoing Gender, Judith Butler
  70. 😀 The Brief Wondrous Life of Oscar Wao, Junot Díaz
  71. The Globalization Paradox, Dani Rodrik
  72. 😀The Emperor of All Maladies: A Biography of Cancer, Siddhartha Mukherjee
  73. Long Tail: Why the Future of Business Is Selling Less of More, Chris Anderson
  74. The Global Cold War: Third World Interventions and the Making of Our Times, Odd Arne Westad
  75. Vibrant Matter: A Political Ecology of Things, Jane Bennett
  76. The Education Debate, Stephen J. Ball
  77. Cold War: A New History, John Lewis Gaddis
  78. The Great Divergence: China, Europe, and the Making of the Modern World Economy, Kenneth Pomeranz
  79. Making Globalization Work, Joseph E. Stiglitz
  80. Precarious Life: The Powers of Mourning and Violence, Judith Butler
  81. Bad Science: Quacks, Hacks, and Big Pharma Flacks, Ben Goldacre
  82. Chavs: The Demonization of the Working Class, Owen Peter Jones
  83. Why Love Matters: How Affection Shapes a Baby's Brain, Sue Gerhardt
  84. Born in Blood and Fire: A Concise History of Latin America, John Charles Chasteen
  85. In Defense of Globalization, Jagdish N. Bhagwati
  86. Prosperity Without Growth: Economics for a Finite Planet, Tim Jackson
  87. Kicking Away the Ladder: Development Strategy in Historical Perspective, Ha‐Joon Chang
  88. Pathologies of Power, Paul Farmer
  89. The Gene: An Intimate History, Siddhartha Mukherjee
  90. Politics of Piety: The Islamic Revival and the Feminist Subject, Saba Mahmood
  91. Impossible Subjects, Mae M. Ngai
  92. Non-Places: Introduction to an Anthropology of Supermodernity, Marc Auge
  93. A Theory of the Firm: Governance, Residual Claims, and Organizational Forms, Michael C. Jensen
  94. Created Equal, Jacqueline Jones
  95. The Precariat: The New Dangerous Class, Guy Standing
  96. The Kite Runner, Khaled Hosseini
  97. What Money Can't Buy: The Moral Limits of Markets, Michael J. Sandel
  98. The Art of Looking Sideways, Alan Fletcher
  99. The Birth of the Modern World, 1780-1914: Global Connections and Comparisons, C. A. Bayly
  100. Global Political Economy: Understanding the International Economic Order, Robert Gilpin
  101. This Time Is Different: Eight Centuries of Financial Folly, Carmen Reinhart, Kenneth Rogoff
  102. A Modern History of Japan: From Tokugawa Times to the Present, Andrew Gordon
  103. Global Governance and the New Wars: The Merging of Development and Security, Mark Duffield
  104. The Economics of Climate Change, N. H. Stern
  105. Drive: The Surprising Truth About What Motivates Us, Daniel H. Pink
  106. Craftsman, Richard Sennett
  107. Postdramatic Theatre, Hans-Thies Lehmann
  108. The Stripping of the Altars: Traditional Religion in England, C.1400-C.1580, Eamon Duffy
  109. Natural Capitalism: Creating the Next Industrial Revolution, Paul Hawken, Amory B. Lovins, L. Hunter Lovins
  110. Dude, You're a Fag: Masculinity and Sexuality in High School, C. J. Pascoe
  111. Digital Art, Christiane Paul
  112. Into the Woods, John Yorke
  113. Networks of Outrage and Hope: Social Movements in the Internet Age, Manuel Castells
  114. The Politics of the Environment: Ideas, Activism, Policy, Neil Carter
  115. Place, Tim Cresswell
  116. A Problem From Hell: America and the Age of Genocide, Samantha Power

*** Updated to remove a couple mistakenly included older books and articles

June 28, 2024, by Joe Karaganis 

The reception of the ‘Co-Assignment Galaxy’ has been a minor ongoing puzzle in our work. The Galaxy is generally recognized as the coolest thing we’ve built – a navigable, bird’s eye view of all of anglophone higher education and a very novel way of looking at fields and subfields. And it does attract a lot of oohs and aahs. What is doesn’t attract is substantive conversation, which has surprised me because it provides a way of visualizing and characterizing everyone’s field. And people argue about those constantly.

So I’ve taken a stab at the question of why the dog didn’t bark – why people are fascinated by the Galaxy but don’t know what to do with it, or how to argue about it. And the answer, I think, comes down mostly to the lack of habits of interpretation of large-scale plots, which are an increasingly common but also very recent way of representing data. New forms of representation need new forms of literacy, and then the specifics of this representation – of fields composed of teaching choices – bring additional requirements. I’ve explored both issues in a piece at Public Books, and in the process tried to convey what I think we can learn about fields and the structure of higher ed from the Galaxy.

Big, well-consolidated disciplines often resemble archipelagos that spread out along their major teaching subdivisions. This subfield geography in English is distinctive and reflects the continued periodization of teaching by century, country, and—to a lesser extent—genre.

The disciplinary gravity that holds these clusters together, though, can be fragile. In the real world, classes that tick more than one disciplinary box can be cross listed. In the Galaxy this tension has to be resolved through color and spatial location. Most fields have inflection points where disciplinary commonalities can be outcompeted by strong thematic or problem-centered curricula, which “pull” titles into their orbits. Such tensions between disciplinary and topical organizations of teaching and research have been the starting point for many new fields over the years, such as the area studies fields that emerged in the postwar decades in part through SSRC programs.

Area studies fields turn out to be strong attractors of disciplinary titles. There is, for example, a large semicircular cluster for Asian and South Asian studies, composed of an arc running from India in the southeast to China and Japan in the northwest. What’s the main thematic connector between South Asia and East Asia? The study of Hinduism and Buddhism, here in teal and gray. There is a corresponding regional Africa cluster with differentiated political science, history, and literature subclusters and a similar one for Latin America. And there is a more nebulous cluster covering the Middle East, North Africa, and the study of Islam—with the last contributing a strong interdisciplinary dimension to the field.

May 3, 2024, by Joe Karaganis 

We launched a major update to Open Syllabus a few weeks ago that includes a new version of the dataset, new features, and some changes to how you can explore Open Syllabus data.

Data

First, the dataset (v 2.11). Our goal with every update is to increase both the size and quality of the dataset. With the new version, we’ve added about a million new syllabi from the US, 300,000 from the UK and Australia, and 150,000 from Canada. The total number jumps from 18.7 million to 20.9 million. The collection also has a bit more historical depth due to better digging through school archive sites — enough so that we’re comfortable pushing back the starting year for charts to 2008 (from 2009). We want to keep extending the historical window back, but this depends increasingly on faculty and school archival contributions.

Next, data quality. We have significantly expanded both the range of titles we can discover and the quality of our parsing of citations within syllabi. First, the number of unique discovered titles in the collection has jumped from 3.4 million to 3.8 million. This gain comes primarily from building a source catalog from ISBNs found within the collection, which has significantly expanded our view of non-US publishing in particular. We also updated the citation catalog that we build from linked content in the dataset, which means that we have a better view of periodicals, websites, videos, and other non-traditional sources. Here are the top-assigned titles, for example, from The Atlantic Monthly.

Combined with improvements in how we deal with the variety of citation practices used in syllabi, the number of citations discovered in the collection (across 21 million syllabi) has jumped from 56 million to 65 million. In short, we’re providing a more complete view of the same collection at the same time as we add to it.

Accounts

The biggest change affects how you can explore the data. We have shut down the old ‘free’ service, the Syllabus Explorer, in favor of creating an open tier for the new, better service, Open Syllabus Analytics. Analytics now has open, trial, and subscription access. The open tier is much better than the Syllabus Explorer, not least in the number of syllabi it includes, which jumps from 7.2 million to 11.9 million. It retains a 2019 date cap (up from 2018) and, compared to the trial and subscription versions, more limited functionality. You can sign up for a trial for free to explore these differences. Our goal is to get schools to subscribe.

Accounts have also changed. Now your account is just based on your email -- and if you sign up with a school email, it's immediately approved. Logging in with an email keeps you logged in on that decice and browser.

The Gender Dashboard

We’ve also improved the Gender Data dashboard, which is available to logged in users. Now you can search and filter across a wide range of dimensions, including country, field, and school. Want to know, for example, what gender ratios look like across academic fields in Australia or how those ratios have changed in law in the US? Now you can.

That’s it for 2.11! Check it out — and if you like it, talk to your data services librarian about subscribing.