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eLearning Statistics: What the Data Actually Shows

eLearning statistics on adoption, effectiveness, completion, market size, and ROI, each traced to a named source and read at small business scale.

Nick Anisimov

Nick Anisimov

FirstHR Founder

Training
24 min

eLearning Statistics

The online training numbers that survive a check on their source, the popular ones that do not, and what each of them means if nobody at your company runs training full time

The first time I went looking for elearning statistics, I was deciding whether a company of fourteen people should buy training software or keep running onboarding out of a shared folder. What I found was page after page about a global market measured in hundreds of billions of dollars, and not one number that told me whether a recorded module would teach a new hire to close a shift correctly.

Most figures in this category exist to sell something. A market forecast is a sales document. A retention percentage with no experiment behind it is a slogan with a decimal point. Both get quoted for years because almost nobody checks, and by the fourth repetition the sample size and the date have fallen off.

So every number below comes from a source that publishes its methodology: the Bureau of Labor Statistics, the US Department of Education, the National Center for Education Statistics, Gallup, SHRM, and OSHA. Where the popular figure has no traceable origin, I say so instead of repeating it. And I read each one the way an employer without a training department has to read it, which is the reason I built FirstHR around onboarding and training modules rather than around a course catalog.

TL;DR
Federal research puts online instruction 0.20 standard deviations ahead of a classroom, but nearly all of that comes from blended designs: purely online scored 0.05, and self-paced study scored the same. Gallup finds 45 percent of US employees did any job training over a year. Completion tracks commitment, not content.

The Numbers Worth Knowing

These ten figures describe what is actually known about online training in the United States, each traceable to a named study with a published date. If you read nothing else here, these are the ones that carry the most weight per word.

+0.20
average effect size favoring online over classroom instruction across 50 controlled contrastsUS Department of Education meta-analysis, revised September 2010
+0.35 vs +0.05
effect size for blended instruction against purely online instruction, both measured against classroom teachingUS Department of Education meta-analysis
45%
of US employees took part in any training or education for their current job over a yearGallup workforce study, 2024
26%
strongly agree their organization encourages them to learn new skillsGallup, November 2024
58%
sought at least one learning experience outside what their employer formally offeredGallup workforce study, 2024
59% vs 5%
certification rates for online course participants who paid to verify their certificate against those who did notHarvardX and MITx, two years of open online courses
500 of 7,900
learners who earn a certificate out of everyone who opens a typical open online courseHarvardX and MITx, 290 courses
17%
of organizations use AI in learning and development, against 39 percent using it somewhere in HRSHRM State of AI in HR, 2026
1995
the last year the federal government measured what US employers spend on trainingBLS Survey of Employer-Provided Training
472,500
training and development specialist jobs in the United States, at a median wage of $69,280BLS Occupational Outlook Handbook, May 2025 wage data

Two of them do most of the work in the rest of this guide. The gap between blended and purely online instruction tells you which format to build, and it is the opposite of what a self-serve course library is designed to sell you. The gap between 5 and 59 percent completion tells you that the variable you control is commitment rather than content.

Adoption: Who Actually Gets Trained

Fewer than half of US employees, 45 percent, took part in any training or education for their current job over the course of a year. Only 26 percent strongly agree that their organization encourages them to learn new skills at all.

45%
did any job training over a year
26%
feel encouraged to learn new skills
47%
have the skills to excel today

Per Gallup research on the barriers to employee development, participation sits below half while 59 percent of chief human resources officers said in the first quarter of 2025 that development is one of the parts of the employee experience their organization struggles with most, up 16 percentage points in a year. Gallup research published in November 2024 adds the other half of the picture: 47 percent strongly agree they have the skills to be exceptional in the job they already hold.

The barrier everyone names is time. Time away from the job was cited by 89 percent of those HR chiefs, by 37 percent of managers, and by 41 percent of employees. Manager support came second among HR chiefs at 39 percent, which matters more than it sounds, because a supervisor seen as blocking someone's growth is the strongest predictor of that person looking for another job.

What people do instead is the finding I would act on first. Fifty-eight percent of employees sought at least one learning experience in a year beyond anything their employer formally offered.

Learning employees pursued outside their employerShare of employees
External courses on technical skills18 percent
Certification programs15 percent
Professional conferences14 percent
Continuing education13 percent
Working with a mentor or a coach13 percent

That effort is already being spent. It is simply being spent without you, on topics you did not choose, at a moment you did not pick. A training needs assessment costs an afternoon and converts that scattered energy into something aimed at the work, and it is the cheapest first move available to a business with no training function.

One caution about adoption figures generally. The largest public dataset that actually counts online learning in America counts college students, not employees. Per the National Center for Education Statistics, 61 percent of undergraduates took at least one distance education course in fall 2021 and 28 percent were online exclusively, against 15 percent exclusively online in fall 2019 and 44 percent in fall 2020. It is real, well documented data about a different population, and it gets quoted constantly as though it described workplaces.

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Does Online Training Actually Work?

Online instruction outperformed classroom instruction by an average of 0.20 standard deviations across 50 controlled contrasts, but nearly the whole advantage belongs to blended designs. Purely online instruction scored 0.05, an amount too small to distinguish from no difference at all.

How much better than a classroom, measured in standard deviations
Online instruction led by an instructor+0.39
Statistically significant
Blended online and classroom instruction+0.35
Statistically significant
Online instruction with collaboration between learners+0.25
Statistically significant
All 50 contrasts combined+0.20
Statistically significant
Purely online instruction, no classroom element+0.05
Not statistically significant
Independent, self-paced online study+0.05
Not statistically significant
US Department of Education, Evaluation of Evidence-Based Practices in Online Learning, revised September 2010. Literature covered runs from 1996 through July 2008. An effect size of 0.20 is conventionally read as small.

The source is the US Department of Education meta-analysis of online learning studies, which screened 176 studies and pooled the 50 independent contrasts that supported a computed effect size. Blended instruction scored 0.35 against a classroom while purely online scored 0.05. Sorted a different way, instructor-directed online instruction scored 0.39 and collaborative online instruction 0.25, while independent, self-paced study scored 0.05 and was not statistically significant.

Three caveats belong with those numbers, and the report states all three itself. Blended conditions often gave learners more time and additional instructional elements, so the advantage cannot be credited to the medium. The literature runs from 1996 through July 2008, which makes this an old evidence base even though it remains the most rigorous federal review of the question. And the effect for graduate students and working professionals was 0.10, well below the 0.30 recorded for undergraduates.

For an employer the instruction is unusually clear. Self-serve libraries are the cheapest thing to buy and the format with the weakest evidence behind it. Pairing a module with a person, a live walkthrough, a check-in, a manager who has done the task, is the design that the research keeps rewarding. That is also the shape of the 70-20-10 model that most experienced trainers arrive at on their own, and it is why online employee training works best as a spine for real practice rather than a replacement for it.

What an Effect Size of 0.20 Means in Practice
An effect size compares two groups in units of spread rather than in percentages, and 0.20 is conventionally read as small. It means the average online learner outperformed roughly 58 percent of classroom learners, not that online training is 20 percent better. Any page converting one of these figures into a percentage improvement in your business has misread it, and that misreading is the most common error in this whole category.

Completion Rates and What Predicts Them

No public dataset reports completion rates for employer-assigned training, so every completion figure in circulation comes from open online courses taken voluntarily by the public. A typical one certifies about 500 of the 7,900 people who open it.

Stage of a typical open online courseLearnersShare of everyone who opened it
Registered and accessed some course content7,900100 percent
Explored half or more of the course chaptersAbout 1,500About 19 percent
Earned a certificate500About 6 percent

Those figures come from the HarvardX and MITx research programs, covering 290 courses, 4.5 million participants, and 28 million participant-hours. A typical certificate earner spent 29 hours inside the courseware. Quoted alone, the 6 percent looks like an indictment of online learning. It is nothing of the kind, because most of the people in that denominator never intended to finish anything.

The evidence for that sits in the same research. Across a dozen courses studied in the second year of that program, participants who paid between $25 and $250 to verify their certificate completed at 59 percent, against 5 percent for everyone else in the same courses. Learners who got as far as half the material certified at 54 percent against a baseline of 8 percent. The variable is commitment, not course quality, and the price paid mostly functions as a proxy for having decided to finish.

Read across to a workplace and the translation is direct. A module you email out is a free open course with worse production values, and it will behave like one. A module that is assigned by name, scheduled inside paid hours, given a due date, and checked by a manager afterwards has all the commitment markers that moved MOOC completion from 5 percent to 59 percent. None of those markers is a feature of the software.

What I do with this
I stopped reporting a single completion percentage and started reporting it by cohort with the due date attached. One line per assignment: who it went to, when it was due, who finished before the date, and who finished after a reminder. The pattern shows up within two cycles. Modules that nobody completes on time are almost never badly made. They are unscheduled, unowned, or irrelevant to the job the person is doing this month, and each of those has a different fix.

Return on Training: What the Numbers Support

The most defensible return figure available is Gallup's projection that doubling the share of employees who feel they have opportunities to learn and grow could produce 18 percent higher profit and 14 percent higher productivity. It is a projection from meta-analysis, not an outcome measured after the fact.

The Retention Argument Is Stronger Than the Profit Argument
The objection I hear most from owners is that training people makes them easier to poach. Gallup research points the other way. Employees who strongly agree that their organization encourages them to learn new skills are 47 percent less likely to be watching or actively searching for another job. Asked why they last learned a new skill for work, 60 percent said it was to do their current job better and 51 percent said it was to grow, while only 4 percent said it was to get a job somewhere else.

Nobody publishes a return-on-investment benchmark for small business online training, because the inputs are private and the outcomes are specific to the job. What you can do is build the arithmetic from figures you already hold, and three of them do most of the work.

Cost per completed module is the first, and it is mostly wages rather than software. Ten people spending ninety minutes each on a module costs fifteen paid hours, which at almost any wage exceeds the monthly cost of the platform delivering it. Time to competence is the second: the gap between a start date and the day someone works unsupervised, tracked across hires, is the number a training program is supposed to move. Rework is the third, whether that is order errors, safety incidents, or repeated questions to a supervisor.

Those three feed the middle levels of the Kirkpatrick evaluation model, which is the framework most small teams can actually operate. Survey scores at the end of a module measure whether people enjoyed it. Time to competence measures whether it worked. If you only ever collect one, collect the second.

Market Size and Spending Statistics

There is no federal measurement of what US employers spend on training. The Bureau of Labor Statistics Survey of Employer-Provided Training was conducted in 1993 and in 1995, and it has never been repeated.

That single fact explains the state of this category. When the only authoritative series stops, commercial forecasters fill the gap, and their numbers are marketing for a paid report rather than a published statistic. It also explains why the per-employee spending figures in circulation disagree so wildly: they are estimates built on an estimate.

MeasureFigureSource and vintage
Last federal survey of employer trainingConducted in 1993 and 1995, never repeatedBLS Survey of Employer-Provided Training
Spending per employee on in-house trainer wages$139 during 1994BLS Survey of Employer-Provided Training
Spending per employee on outside trainers$98 during 1994BLS Survey of Employer-Provided Training
Spending per employee on tuition reimbursement$51 during 1994BLS Survey of Employer-Provided Training
Training and development specialist jobsAbout 472,500 in 2025BLS Occupational Outlook Handbook
Median wage, training and development specialists$69,280BLS, May 2025
Projected job growth11 percent from 2025 to 2035, about 46,000 openings a yearBLS employment projections
Size of the global elearning marketNo figure from a public methodologyCommercial forecasts only

The 1994 dollars are quoted to show what a real measurement looks like, not as a benchmark. The rows worth keeping are the three describing the occupation itself. Per the Occupational Outlook Handbook, training and development specialists held about 472,500 jobs in 2025 at a median wage of $69,280 in May 2025, with employment projected to grow 11 percent through 2035 and roughly 46,000 openings a year. That is a real, methodologically documented statement that the category is growing, and it comes with the price of the alternative to software attached: hiring one of these specialists costs more per year than most small businesses spend on every HR tool combined.

The one market number you should care about is your own. What does a year of your training stack cost, including the paid hours people spend inside it? The wage line above is the benchmark that decides whether buying beats hiring.

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AI in Training

Seventeen percent of organizations use AI in learning and development, against 39 percent using it somewhere in HR. Adoption in training trails recruiting, and measurement trails adoption everywhere.

MeasureShare of organizations
Have implemented AI somewhere in HR39 percent
Use AI in recruiting27 percent
Use AI in HR technology21 percent
Use AI in learning and development17 percent
Report increased upskilling and reskilling opportunities57 percent
Say HR leads upskilling efforts28 percent
Do not formally measure whether an AI investment worked56 percent
Use return on investment as a measure16 percent

Per SHRM research covering more than 1,900 HR professionals, the measurement gap is wider than the adoption gap. More than half of the functions using AI have no formal way of telling whether it paid off, and only 16 percent use return on investment as a measure. In training specifically, the honest use today is drafting: turning a procedure a supervisor already knows into a first-draft module, and turning that draft into questions.

Where Online-Only Training Does Not Count

OSHA has stated that computer-based training by itself would not be sufficient to meet the intent of most of its training requirements. That is a legal constraint on your training format, and no completion percentage overrides it.

In its interpretation of computer-based programs, the agency set out what a compliant online course has to be surrounded by: a route for trainees to ask a qualified trainer about anything unfamiliar, hands-on practice with the equipment and protective gear involved, and site-specific content rather than a generic packaged program. The bloodborne pathogens standard is more explicit still, requiring an opportunity for interactive questions and answers with the person conducting the session. A later policy statement adds that training must be delivered in a language and vocabulary the employee can understand, which rules out handing a text-heavy module to someone who cannot read it comfortably.

The practical consequence is a records problem. A learning platform proves that a module was completed at a timestamp. It does not prove that a demonstration happened, that a trainer was reachable, or that the content matched your site. Keep those three as separate evidence: a signed roster, the trainer's name, and a note of what each person physically demonstrated.

These Numbers at Small Business Scale

Every statistic on this page was produced by averaging over organizations far larger than yours, and three specific distortions follow. Knowing which one is operating tells you whether to act on a figure or ignore it.

The first is the denominator. At twelve employees, one person skipping a module moves your completion rate by eight points. National rates computed over thousands of learners are stable; yours jumps around enough to look like a crisis or a triumph depending on the week. Report the raw counts beside any percentage, and never react to a single data point.

The second is that the effectiveness research studied courses, not modules. Those contrasts compared semester-length instruction with classroom equivalents. Your training is more often twenty minutes on a point-of-sale system or an hour on a safety procedure. The direction of the finding travels well, because a person attached to the content still helps. The magnitude does not.

The third is that participation rates average over employers who have a training function at all. When 45 percent of employees report any job training in a year, that number is carried by organizations with a learning department and a budget line. In a business without one, training happens because an owner or a supervisor decided it would, which is also why it is one of the few areas where a small team can outperform a large one within a month of choosing to.

The Version of Each Number That Is Actually Yours
Take your own completion rate on the last module you assigned rather than a published benchmark. Take your own time to competence for one specific role rather than an industry average. Take your own cost per completed module, paid hours included, rather than a per-employee spending estimate nobody can source. Every figure on this page has a version you can compute from a hire date, a due date, and a payroll report, and that version is the only one that will survive an argument.

Statistics That Circulate Without a Source

Four claims dominate this category without a traceable primary source or with one that is decades old. I am flagging them rather than repeating them, because an unsourced number that justifies a purchase is how a rumor becomes a budget.

Online training lifts retention rates to 25 to 60 percent, against 8 to 10 percent for classroom trainingThe most repeated claim in the category, attributed to a body called the Research Institute of America. I have never found the study, the sample, or the year, and neither has anyone else who has published an attempt. Retention is also being measured here in a way no cited experiment defines.
People remember 10 percent of what they read and 90 percent of what they doThe learning pyramid. The percentages are tidy multiples of ten, they get attributed to several different institutions depending on who is quoting them, and no experiment that produced them has ever surfaced. The underlying idea that practice beats reading is well supported. These specific numbers are not.
The global elearning market will be worth several hundred billion dollars by the end of the decadeEvery version I have chased ends at a press release for a paid report. Two forecasts for the same year routinely differ by more than the entire annual revenue of the category they claim to measure, and the methodology sits behind the purchase.
Companies with comprehensive training have 218 percent higher income per employeeThis traces to an industry association study from the late 1990s that is still quoted as though it described the present. Even taken at face value, it is a comparison between two groups of companies that differ in many other ways, not a return you can add to your own income statement.
None of these is necessarily false. Each one is either unsourced or decades old, which matters the moment a number starts justifying a purchase.

The test I apply to anything, this page included, is whether you can name the study, the sample, and the date. Every figure above passes it. If a statistic cannot, it may still be true, but it is not evidence, and it should not be the reason a small business spends money it has to earn back.

The Numbers You Can Measure Yourself

Every statistic here has a version you can calculate from data you already hold: assignment dates, due dates, completion timestamps, and a payroll report. Six questions turn the national picture into a decision about your own business.

Do you know the completion rate of the last module you assigned?
A typical open online course certifies about 6 percent of everyone who opens it, and an unassigned module in a company behaves the same way. Your number takes ten minutes to calculate and tells you immediately whether you have a content problem or a scheduling problem.
Was that module scheduled inside paid hours, with a due date and an owner?
Committed participants completed at 59 percent against 5 percent for the rest in the same courses. Assignment, a deadline, and a check afterwards are the cheapest ways to raise completion, and none of them is a software feature.
Is your training purely self-paced, or does a person appear anywhere in it?
Blended designs scored 0.35 against a classroom while purely online scored 0.05 and independent self-paced study scored the same. Adding one live walkthrough to a module is the highest-value change most small employers can make.
Do you know your time to competence for one specific role?
This is the number a training program is supposed to move: days from start date to working unsupervised. Tracked across your last five hires in the same role, it is more useful than any published return-on-investment figure.
For every required safety topic, can you show a hands-on element?
Computer-based training alone does not meet most OSHA requirements. Record the trainer, the date, and what each person demonstrated, because your platform records completion and nothing else.
Do you know what your training actually costs, paid hours included?
Ten people spending ninety minutes in a module is fifteen paid hours, which usually exceeds the software bill. Owners who price only the subscription are pricing the smaller half.

Answering those in your head is not the same as answering them on paper. The worksheet below puts the figures from this guide in one column and leaves the next one blank for yours, so the gap becomes something you can look at. The second sheet is where you get a defensible figure to put in that column: one line per module you assigned, naming the denominator you counted it against and the hands-on evidence a completion timestamp does not prove.

Training Numbers Benchmark Worksheet
ABCDEF
1MeasureFigure from this guideYour figureGapWhat you will do about itOwner and date
2Share of your team that completed any training in the last twelve months45 percent of US employees did any job training over a year
3Share who would strongly agree that you encourage them to learn new skills26 percent nationally
4Share who would strongly agree they have the skills to be exceptional today47 percent nationally
5Completion rate of the last module you assignedA typical open online course certifies about 6 percent of everyone who opens it
6Completion rate when the module had a due date and a checkLearners who commit certify at 54 to 59 percent
7Format of your last training: self-paced, blended, or liveBlended scored +0.35 against a classroom, purely online +0.05
8Hours a learner actually spends in your longest module29 hours for a typical online certificate earner
9Hands-on element recorded for every safety topicComputer-based training alone does not meet most OSHA requirements
10Your training spend per employee last yearNo current federal benchmark exists; the last federal figures describe 1994 spending
11Where AI is used in your training work, if anywhere17 percent of organizations use AI in learning and development
12People who left in the last year after asking for training you did not fundEmployees who feel encouraged to learn are 47 percent less likely to be job hunting
13Date of this reviewRedo it once a year, since every source here republishes annually

None of this needs a training department. It needs assignment dates you already record, a denominator you have agreed on in advance, and the discipline to look at the same numbers every quarter. Keeping the modules, the assignments, and the completion records in one place instead of across three tools is most of the battle, and it is the part FirstHR was built to take off your desk so that onboarding and training update the same employee record.

Key Takeaways
Online instruction beat classroom instruction by 0.20 standard deviations across 50 controlled contrasts, but blended designs scored 0.35 while purely online scored 0.05 and was not statistically significant.
Independent, self-paced study scored 0.05 and instructor-directed online instruction scored 0.39, so the format with a person attached is the one the evidence keeps rewarding.
A typical open online course certifies 500 of the 7,900 people who open it, and completion rises to 59 percent among participants who paid to verify their certificate.
Gallup finds 45 percent of US employees did any job training over a year, 26 percent feel encouraged to learn new skills, and 58 percent went looking for learning outside their employer.
The federal government last measured employer training spending in 1995, which is why every current market-size figure comes from a commercial forecast with a paywalled method.
Computer-based training alone does not satisfy most OSHA training requirements, which need hands-on practice, access to a qualified trainer, and site-specific content.

Frequently Asked Questions

What are the most important elearning statistics for a small business?

Four figures cover almost every decision a small employer makes about online training. Blended instruction beat classroom teaching by 0.35 standard deviations in the US Department of Education meta-analysis while purely online instruction scored 0.05 and was not statistically significant, which tells you the format to pick. A typical open online course certifies about 500 of the 7,900 people who open it, which tells you what unmanaged self-paced learning delivers. Paid, committed participants certify at 59 percent against 5 percent for the rest, which tells you what fixes it. And 45 percent of US employees did any job training at all over a year, which tells you how low the bar is that you are clearing.

Is online training as effective as classroom training?

On average it is slightly better, but the advantage comes almost entirely from designs that keep a person involved. The US Department of Education pooled 50 controlled contrasts and found an average effect of 0.20 standard deviations favoring online conditions. Split by design, blended instruction scored 0.35 and purely online instruction scored 0.05, an amount too small to be statistically distinguishable from no difference. Instructor-led online instruction scored 0.39 and independent self-paced study scored 0.05. The report warns that blended conditions often included extra learning time, so the advantage should not be credited to the medium itself. For an employer, the practical reading is that a module plus a person beats a module alone.

What is the average completion rate for online training?

There is no reliable benchmark for workplace training, because nobody collects one. Every completion figure in circulation was measured on open online courses that members of the public signed up for by choice, which is a different behavior from a module an employer assigns. In the HarvardX and MITx research covering 290 courses, a typical course was opened by 7,900 people, about 1,500 explored half or more of the material, and 500 earned a certificate, which is roughly 6 percent. Completion rises sharply with commitment rather than with course quality: participants who paid to verify their certificate completed at 59 percent against 5 percent for everyone else. Treat published completion benchmarks as a measure of how voluntary the learning was, and measure your own separately.

How big is the elearning market?

Nobody can tell you from a public methodology, and that is the honest answer. The federal government last measured what US employers spend on training in the Survey of Employer-Provided Training, conducted in 1993 and in 1995 and never repeated. Every current market-size figure comes from a commercial forecaster whose method sits behind the price of the report, and rival forecasts for the same year differ enormously. What can be verified is the shape of the profession: the Bureau of Labor Statistics counts about 472,500 training and development specialist jobs, a median wage of $69,280 in May 2025, and projected growth of 11 percent from 2025 to 2035. That is a real measurement of a real trend.

What percentage of employees receive training at work?

Less than half. Gallup found that 45 percent of US employees took part in any training or education for their current job over the course of a year, and only 26 percent strongly agree that their organization encourages them to learn new skills. Just 47 percent strongly agree they already have the skills to be exceptional in the job they hold today. Meanwhile 58 percent went looking for learning outside what their employer offered, most often external technical courses, certification programs, and conferences. The gap between those numbers is the opportunity: employees are already spending their own effort on development that you are not organizing.

How much do employers spend on training per employee?

There is no current federal benchmark, which is why the per-employee spending figures in circulation are so inconsistent. The last federal measurement covered 1994, when employers reported spending an average of $139 per employee on the wages of in-house trainers, $98 on outside trainers, $51 on tuition reimbursement, and $12 on contributions to outside training funds. Those are thirty-year-old dollars and are quoted here only to show what an actual measurement looks like. For your own business, the number worth calculating is not annual spend but cost per completed module, including the paid hours the learner spent inside it, which is usually the largest line and the one owners forget.

Does online training satisfy OSHA training requirements?

Not by itself. OSHA has stated that use of computer-based training alone would not be sufficient to meet the intent of most of its training requirements. The agency expects trainees to have a route to ask questions of a qualified trainer and to get hands-on practice with the equipment and protective gear involved, and it warns employers against relying on generic packaged programs where a standard calls for site-specific content. The bloodborne pathogens standard goes further and requires an opportunity for interactive questions and answers with the person conducting the session. A learning platform records that a module was completed. It does not record that a demonstration happened, so keep that evidence separately.

Which elearning statistics can I trust?

Prefer sources that publish a sample, a date, and a method you can read without paying: the Bureau of Labor Statistics for the training workforce, the Department of Education for effectiveness research, the National Center for Education Statistics for online enrollment, Gallup for participation and engagement, SHRM for what employers are doing, and OSHA for what compliance training must contain. Be skeptical of retention percentages with no experiment attached, of market forecasts whose method sits behind a paywall, and of any figure repeated across vendor pages without a year. The test is simple: name the survey, the sample, and the date. If you cannot, do not spend money on the strength of it.

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