A Powerful Hunger for Evidence-Proven Technology

I recently saw a 1954 video of B. F. Skinner showing off a classroom full of eager students using teaching machines. In it, Skinner gave all the usual reasons that teaching machines were soon going to be far superior to ordinary teaching: They were scientifically made to enable students to experience constant success in small steps. They were adapted to students’ needs, so fast students did not need to wait for their slower classmates, and the slower classmates could have the time to solidify their understanding, rather than being whisked from one half-learned topic to the next, never getting a chance to master anything and therefore sinking into greater and greater failure.

Here it is 65 years later and “teaching machines,” now called computer-assisted instruction, are ubiquitous. But are they effective? Computers are certainly effective at teaching students to use technology, but can they teach the core curriculum of elementary or secondary schools? In a series of reviews in the Best Evidence Encyclopedia (BEE; www.bestevidence.org), my colleagues and I have reviewed research on the impacts of technology-infused methods on reading, mathematics, and science, in elementary and secondary schools. Here is a quick summary of my findings:

Mean Effect Sizes for Technology-Based Programs in Recent Reviews
Review Topic No. of Studies Mean Effect Size
Inns et al., in preparation Elementary Reading 23 +0.09
Inns et al., 2019 Struggling Readers 6 +0.06
Baye et al., 2018 Secondary Reading 23 -0.01
Pellegrini et al., 2019 Elementary Mathematics 14 +0.06

If you prefer “months of learning,” these are all about one month, except for secondary reading, which is zero. A study-weighted average across these reviews is an effect size of +0.05. That’s not nothing, but it’s not much. Nothing at all like what Skinner and countless other theorists and advocates have been promising for the past 65 years. I think that even the most enthusiastic fans of technology use in education are beginning to recognize that while technology may be useful in improving achievement on traditional learning outcomes, it has not yet had a revolutionary impact on learning of reading or mathematics.

How can we boost the impact of technology in education?

Whatever you think the effects of technology-based education might be for typical school outcomes, no one could deny that it would be a good thing if that impact were larger than it is today. How could government, the educational technology industry, researchers in and out of ed tech, and practicing educators work together to make technology applications more effective than they are now?

In order to understand how to proceed, it is important to acknowledge a serious problem in the world of ed tech today. Educational technology is usually developed by commercial companies. Like all commercial companies, they must serve their market. Unfortunately, the market for ed tech products is not terribly interested in the evidence supporting technology-based programs. Instead, they tend to pay attention to sales reps or marketing, or they seek opinions from their friends and colleagues, rather than looking at evidence. Technology decision makers often value attractiveness, ease of use, low cost, and current trends or fads, over evidence (see Morrison, Ross & Cheung, 2019, for documentation of these choice strategies).

Technology providers are not uncaring people, and they want their products to truly improve outcomes for children. However, they know that if they put a lot of money into developing and researching an innovative approach to education that happens to use technology, and their method requires a lot of professional development to produce substantially positive effects, their programs might be considered too expensive, and less expensive products that ask less of teachers and other educators would dominate the sector. These problems resemble those faced by textbook publishers, who similarly may have great ideas to increase the effectiveness of their textbooks or to add components that require professional development. Textbook designers are prisoners of their markets just as technology developers are.

The solution, I would propose, requires interventions by government designed to nudge education markets toward use of evidence. Government (federal, state, and local) has a real interest in improving outcomes of education. So how could government facilitate the use of technology-based approaches that are known to enhance student achievement more than those that exist today?

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How government could promote use of proven technology approaches

Government could lead the revolution in educational technology that market-driven technology developers cannot do on their own. It could do this by emphasizing two main strategies: providing funding to assist technology developers of all kinds (e.g., for-profit, non-profit, or universities), providing encouragement and incentives to motivate schools, districts, and states to use programs proven effective in rigorous research, and funding development, evaluation, and dissemination of proven technology-based programs.

Encouraging and incentivizing use of proven technology-based programs

The most important thing government must do to expand the use of proven technology-based approaches (as well as non-technology approaches) is to build a powerful hunger for them among educators, parents, and the public at large. Yes, I realize that this sounds backward; shouldn’t government sponsor development, research, and dissemination of proven programs first? Yes it should, and I’ll address this topic in a moment. Of course we need proven programs. No one will clamor for an empty box. But today, many proven programs already exist, and the bigger problem is getting them (and many others to come) enthusiastically adopted by schools. In fact, we must eventually get to the point where educational leaders value not only individual programs supported by research, but value research itself. That is, when they start looking for technology-based programs, their first step would be to find out what programs are proven to work, rather than selecting programs in the usual way and only then trying to find evidence to support the choice they have already made.

Government at any level could support such a process, but the most likely leader in this would be the federal government. It could provide incentives to schools that select and implement proven programs, and build off of this multifaceted outreach efforts to build hype around proven approaches and the idea that approaches should be proven.

A good example of what I have in mind was the Comprehensive School Reform (CSR) grants of the late 1990s. Schools that adopted whole-school reform models that met certain requirements could receive grants of up to $50,000 per year for three years. By the end of CSR, about 1000 schools got grants in a competitive process, but CSR programs were used in an estimated 6000 schools nationwide. In other words, the hype generated by the CSR grants process led many schools that never got a grant to find other resources to adopt these whole school programs. I should note that only a few of the adopted programs had evidence of effectiveness; in CSR, the core idea was whole-school reform, not evidence (though some had good evidence of effectiveness). But a process like CSR, with highly visible grants and active support from government, illustrates a process that built a powerful hunger for whole-school reform, which could work just as well, I think, if applied to building a powerful hunger for proven technology-based programs and other proven approaches.

“Wait a minute,” I can hear you saying. “Didn’t the ESSA evidence standards already do this?”

This was indeed the intention of ESSA, which established “strong,” “moderate,” and “promising” levels of evidence (as well as lower categories). ESSA has been a great first step in building interest in evidence. However, the only schools that could obtain additional funding for selecting proven programs were among the lowest-achieving schools in the country, so ordinary Title I schools, not to mention non-Title I schools, were not much affected. CSR gave extra points to high-poverty schools, but a much wider variety of schools could get into that game. There is a big different between creating interest in evidence, which ESSA has definitely done, and creating a powerful hunger for proven programs. ESSA was passed four years ago, and it is only now beginning to build knowledge and enthusiasm among schools.

Building many more proven technology-based programs

Clearly, we need many more proven technology-based programs. In our Evidence for ESSA website (www.evidenceforessa.org), we list 113 reading and mathematics programs that meet any of the three top ESSA standards. Only 28 of these (18 reading, 10 math) have a major technology component. This is a good start, but we need a lot more proven technology-based programs. To get them, government needs to continue its productive Institute for Education Sciences (IES) and Education Innovation Research (EIR) initiatives. For for-profit companies, Small Business Innovation Research (SBIR) plays an important role in early development of technology solutions. However, the pace of development and research focused on practical programs for schools needs to accelerate, and to learn from its own successes and failures to increase the success rate of its investments.

Communicating “what works”

There remains an important need to provide school leaders with easy-to-interpret information on the evidence base for all existing programs schools might select. The What Works Clearinghouse and our Evidence for ESSA website do this most comprehensively, but these and other resources need help to keep up with the rapid expansion of evidence that has appeared in the past 10 years.

Technology-based education can still produce the outcomes Skinner promised in his 1954 video, the ones we have all been eagerly awaiting ever since. However, technology developers and researchers need more help from government to build an eager market not just for technology, but for proven achievement outcomes produced by technology.

References

Baye, A., Lake, C., Inns, A., & Slavin, R. (2019). Effective reading programs for secondary students. Reading Research Quarterly, 54 (2), 133-166.

Inns, A., Lake, C., Pellegrini, M., & Slavin, R. (2019). A synthesis of quantitative research on programs for struggling readers in elementary schools. Available at www.bestevidence.org. Manuscript submitted for publication.

Inns, A., Lake, C., Pellegrini, M., & Slavin, R. (in preparation). A synthesis of quantitative research on elementary reading. Baltimore, MD: Center for Research and Reform in Education, Johns Hopkins University.

Morrison, J. R., Ross, S.M., & Cheung, A.C.K. (2019). From the market to the classroom: How ed-tech products are procured by school districts interacting with vendors. Educational Technology Research and Development, 67 (2), 389-421.

Pellegrini, M., Inns, A., Lake, C., & Slavin, R. (2019). Effective programs in elementary mathematics: A best-evidence synthesis. Available at www.bestevidence.com. Manuscript submitted for publication.

This blog was developed with support from the Laura and John Arnold Foundation. The views expressed here do not necessarily reflect those of the Foundation.

Can Computers Teach?

Something’s coming

I don’t know

What it is

But it is

Gonna be great!

-Something’s Coming, West Side Story

For more than 40 years, educational technology has been on the verge of transforming educational outcomes for the better. The song “Something’s Coming,” from West Side Story, captures the feeling. We don’t know how technology is going to solve our problems, but it’s gonna be great!

Technology Counts is an occasional section of Education Week. Usually, it publishes enthusiastic predictions about the wonders around the corner, in line with its many advertisements for technology products of all kinds. So it was a bit of a shock to see the most recent edition, dated April 24. An article entitled, “U.S. Teachers Not Seeing Tech Impact,” by Benjamin Herold, reported a nationally representative survey of 700 teachers. They reported huge purchases of digital devices, software, learning apps, and other technology in the past three years. That’s not news, if you’ve been in schools lately. But if you think technology is doing “a lot” to support classroom innovation, you’re out of step with most of the profession. Only 29% of teachers would agree with you, but 41% say “some,” 26% “a little,” and 4% “none.” Equally modest proportions say that technology has “changed their work as a teacher.” The Technology Counts articles describe most teachers as using technology to help them do what they have always done, rather than to innovate.

There are lots of useful things technology is used for, such as teaching students to use computers, and technology may make some tasks easier for teachers and students. But from their earliest beginnings, everyone hoped that computers would help students learn traditional subjects, such as reading and math. Do they?

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The answer is, not so much. The table below shows average effect sizes for technology programs in reading and math, using data from four recent rigorous reviews of research. Three of these have been posted at www.bestevidence.org. The fourth, on reading strategies for all students, will be posted in the next few weeks.

Mean Effect Sizes for Applications of Technology in Reading and Mathematics
Number of Studies Mean Effect Size
Elementary Reading 16 +0.09
Elementary Reading – Struggling Readers 6 +0.05
Secondary Reading 23 +0.08
Elementary Mathematics 14 +0.07
Study-Weighted Mean 59 +0.08

An effect size of +0.08, which is the average across the four reviews, is not zero. But it is not much. It is certainly not revolutionary. Also, the effects of technology are not improving over time.

As a point of comparison, average effect sizes for tutoring by teaching assistants have the following effect sizes:

Number of Studies Mean Effect Size
Elementary Reading – Struggling Readers 7 +0.34
Secondary Reading 2 +0.23
Elementary Mathematics 10 +0.27
Study-Weighted Mean 19 +0.29

Tutoring by teaching assistants is more than 3 ½ times as effective as technology. Yet the cost differences between tutoring and technology, especially for effective one-to-small group tutoring by teaching assistants, is not much.

Tutoring is not the only effective alternative to technology. Our reviews have identified many types of programs that are more effective than technology.

A valid argument for continuing with use of technology is that eventually, we are bound to come up with more effective technology strategies. It is certainly worthwhile to keep experimenting. But this argument has been made since the early 1970s, and technology is still not ready for prime time, as least as far as teaching reading and math are concerned. I still believe that technology’s day will come, when strategies to get the best from both teachers and technology will reliably be able to improve learning. Until then, let’s use programs and practices already proven to be effective, as we continue to work to improve the outcomes of technology.

 This blog was developed with support from the Laura and John Arnold Foundation. The views expressed here do not necessarily reflect those of the Foundation.

What Makes Educational Technology Programs Work?

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While everyone else is having a lot more fun, my colleagues and I sit up late at night writing a free website, the Best Evidence Encyclopedia (www.bestevidence.org), which reviews evaluations of educational programs in reading, math, and science.

The recent reports reinforce an observation I’ve made previously. When programs are found to have little or no impact on student learning, it is often the case that they provide very little professional development to teachers. Giving teachers lots of professional development does not guarantee positive effects, but failing to do so seems to virtually guarantee disappointing impacts.

This observation takes on new importance as technology comes to play an increasing role in educational innovation. Numerous high-quality studies of traditional computer-assisted instruction programs, in which students walk down the hall or to the back of the classroom to work on technology largely disconnected from teachers’ instruction, find few positive effects on learning. Many technology applications appearing in schools today have learned nothing from this sad history and are offering free or low-cost apps that students work on individually, with little professional development for teachers or even any connection to their (non-technology) lessons. In light of the prior research, it would be astonishing if these apps made any difference in student learning, no matter how appealing or well-designed they are.

Alongside the thousands of free apps going into schools, there has also developed an entirely different approach to technology, one that integrates technology with teacher lessons and provides teachers with extensive professional development and coaching. Studies of such programs do find significant positive effects. As one example, I recently saw an evaluation of a reading and math program called Time to Know. In Time to Know, teachers use computers and their own non-computer lessons to start a lesson. Students then do activities on their individual devices, personalized to their needs and learning histories. Student learning is continuously assessed and fed back to the teacher to use in informing further lessons and guiding interventions with individual students.

Time to Know provides teachers with significant professional development and coaching, so they can use it flexibly and effectively. Perhaps as a result, the program showed very good outcomes in a small but high-quality study, with an effect size of +0.32 in reading and +0.29 in math.

There are many other studies of classroom programs that improve student learning, in particular studies of forms of cooperative learning in many subjects and grade levels. As a group, the outcomes reported in these studies are always far higher than those seen in studies of traditional technology applications, in all subjects and grade levels. What is interesting about the study of Time to Know is that here is an unusually positive outcome for a technology application in a rigorous experiment. What is unique about the intervention is that it embeds technology in the classroom and provides teachers with extensive PD. Perhaps classroom-embedded technology with adequate professional development is the wave of the future, and perhaps it will finally achieve the long-awaited breakthroughs that technology has been promising for the past 40 years.

How Universal Access to Technology Could Advance Evidence-Based Reform. Or Not.

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Since the early 1960s (at least), breakthroughs in education caused by advances in technology have been confidently predicted. First it was teaching machines, then mainframes, then laptops, then video disks, then interactive whiteboards, and now blended and flipped learning. Sadly, however, each innovation of the past has ended up making little if any difference in student achievement. I remain hopeful that this time, technology could produce breakthroughs, if the new capabilities of technology are used to create systematically enhanced environments for learning, new approaches to teaching based on new technologies are rigorously evaluated, and approaches found to be successful are broadly disseminated.

My reason for hope, this time around, lies in the fact that schools are rapidly moving toward providing universal access to tablets or other relatively low-cost digital devices. This is a potential game-changer, as universal access makes it possible for teachers to give digital assignments to all students. It also makes it possible for developers to create replicable strategies that make optimal use of personalized instruction, simulations, visual media, games, sophisticated real-time assessments, links to other students within and beyond the classroom, links to prescreened and curated information, and so on. If students also have compatible technology at home, this adds the possibility of integration of homework and classwork (which is essential for blended and flipped learning, for example, but also for simpler means of making homework engaging, game-like, and useful for learning).

All of these possibilities are only potentials, not actualities, and given the long, sad history of technology in schools, they may well not take place. A lot of the applications of universal access to digital devices common today are merely reinventions of computer-assisted instruction (CAI), which has a particularly poor research record. Other uses are for poorly designed project-based learning or for applications that do little more than make traditional teaching a little easier for teachers. There are hundreds of applications available for every possible classroom use, but the quality of these applications varies widely, and they do not readily integrate with each other or with other instruction or standards. Hardworking, tech-savvy teachers can in principle assemble fabulous lessons, but this is difficult to do on a large scale.

Before universal access to technology can transform education, a great deal of creative work needs to be done to make and evaluate courses or major portions of courses using the new technology opportunities. Imagine developers, researchers, nonprofits, and for-profits partnering with experienced teachers to create astonishing, integrated, and complete approaches to, say, beginning reading, elementary math and science, secondary algebra, or high school physics. In each case, programs would be rigorously evaluated, and then disseminated if found to be effective.

There are many applications of universal access technologies that make me optimistic. For example, current or on-the-horizon technologies could enhance teachers’ abilities to teach traditional lessons. Prepared lessons might incorporate visual media, games, or simulations in initial teaching. They might use computer-facilitated cooperative learning with embedded assessments and feedback to replace worksheets. They might embed assessments in games, simulations, and cooperative activities to replace formative and summative assessments. Simulations of lab experiments could make inquiry-oriented instruction in science and math far more common. Access to curated, age-appropriate libraries of information could transform social studies and science. Computerized assessments of writing, including creative writing as well as grammar, punctuation, and spelling could help students working with peers to become more effective writers.

In each of these cases, extensive development, piloting, and evaluation will be necessary, but once created and found to be effective, digitally enhanced models will be extremely popular, and their costs will decline with scale.

Even as technology’s past should make us wary of unsupported claims and premature enthusiasm, the future can be different. In all areas of technology other than education, someone creates a new product, finds it to be effective, and then makes it available for widespread adoption. A time of tinkering yields to a time of solid accomplishment. This can happen in education, too. With adequate support for R&D, breakthroughs are likely, and when they happen in any area, they increase the possibilities of breakthroughs in other areas.

Sooner or later, technology will help students learn far more than they do today. The technology models ready to go today do not yet have the evidence base to justify a lot of optimism, but in the age of universal access, we’ve only just begun.