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Kirkpatrick Model: 4 Levels of Training Evaluation Explained

The Kirkpatrick four-level training evaluation model — reaction, learning, behavior, results. Definitions, examples, and sample questions per level for 2026.

Updated
July 5, 2026
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Use Case

What is the Kirkpatrick model?

The Kirkpatrick model is a four-level framework for evaluating training: Level 1 Reaction (how participants felt about it), Level 2 Learning (what they actually learned), Level 3 Behavior (what they apply back on the job), and Level 4 Results (whether the organization benefited). Donald Kirkpatrick introduced it in the 1950s, and it remains the default language for training evaluation.

The four levels are easy to name and hard to complete. Reaction is a survey at the end of the session; Results is a business outcome months later for the same people. Getting from one to the other is where most evaluation quietly stops. With Sopact, all four levels run on one persistent participant ID, so reaction, learning, behavior, and results sit on the same record instead of in four disconnected tools.

Used by: L&D and training teams, workforce and skills programs, HR and people analytics, and funders who ask not just whether training happened but whether it changed anything.

Almost everyone measures Level 1 and stops

The smile sheet is easy: hand out a feedback form at the end of the session and score it. Level 2 is still doable with a pre/post quiz. Then it breaks. Level 3 asks whether people use the training two or three months later, and Level 4 asks whether a business metric moved — both of which require following the same person across time. A standalone survey tool cannot do that: every send is a fresh, anonymous batch, so the reaction score and the 90-day behavior never live on the same record.

That is why so many training evaluations are a stack of Level 1 averages and nothing else. The fix is not a better smile sheet; it is a persistent participant ID. Sopact assigns one ID at enrollment and carries it through the reaction survey, the pre/post assessment, the behavior follow-up, and the results pull, so the four Kirkpatrick levels become four views of one dataset — not four surveys you can never join. For the on-the-job half specifically, see behavior change after training; for the wider practice, training program evaluation.

Level 1 - Reaction: how participants felt

Reaction measures whether participants found the training engaging, relevant, and worth their time. It is collected at the end of the session, and its real value is as an early-warning signal: a low reaction score predicts who will disengage before Level 2 even runs. Read the open-ended comments, not just the star rating — the theme behind a low score (pace, relevance, facilitator) is what you act on. Sample questions: How relevant was this training to your job? What was the most and least useful part? How likely are you to recommend it?

Level 2 - Learning: what participants learned

Learning measures the change in knowledge, skills, or confidence the training was meant to produce, as a pre-to-post difference on the same participant. The number that matters is the gain per person, not the post-test average — and the participants with no measurable gain are the ones to follow up with. Sample questions and instruments: a pre and post knowledge check, a skills rubric scored before and after, or a self-efficacy scale (How confident are you that you can do X?) asked at both points.

Level 3 - Behavior: what they apply on the job

Behavior measures whether participants actually use the training back at work, typically 60-90 days later. This is the level that separates real evaluation from a smile sheet, and it needs two things a disconnected tool cannot provide: a follow-up tied to the same participant ID, and a way to hear the barriers to transfer. Combine a self-report behavior scale with a short manager or peer rating, plus one open question — what has made it hard to apply? Sample questions: How often are you using [skill] in your work now? What has helped or blocked you? Has your manager noticed a change?

Level 4 - Results: whether the organization benefited

Results measures whether the training moved an organizational outcome — retention, productivity, quality, safety, sales. The discipline here is honesty: pick one metric the training could plausibly move, show it against a baseline (and a comparison group where you can), and state the limits of attribution plainly. A Level 4 number is only credible when the Level 3 behavior evidence sits behind it. Sample metrics: change in a role-specific KPI, 90-day retention of trained versus untrained staff, error or rework rate, time-to-productivity.

Put the four levels to work on one record

Run each Kirkpatrick level as one connected step on the same participant ID. The animation below shows the record evolving from reaction to result; the four prompts under it are the ones you paste into the Sopact Assistant, one per level.

Level 1 - Reaction. Read the feedback for themes and drivers, and flag the reactions that predict drop-off. The walkthrough is in apply the Kirkpatrick model to a survey.

Academy walkthrough → Apply the Kirkpatrick model to a survey

Analyze Level 1 (Reaction) for [COHORT]: code the post-session feedback into themes (content, facilitator, relevance, pace, would-recommend), give a reaction score per participant on their persistent ID, rank the top two drivers of low satisfaction with a representative quote each, and flag any participant whose reaction predicts drop-off.

Level 2 - Learning. Measure the pre-to-post gain per participant and flag anyone who did not move. The walkthrough is in analyze pre / mid / post survey data.

Academy walkthrough → Analyze pre / mid / post survey data

Analyze Level 2 (Learning) for [COHORT]: compute the pre-to-post change on the knowledge or skills assessment per participant on the same ID, report the average gain and the share who crossed the mastery threshold, and flag participants with no measurable gain for follow-up.

Level 3 - Behavior. Follow up at 60-90 days on the same ID, measure application, and surface the barriers to transfer. The walkthrough is in measure behavior change after training.

Academy walkthrough → Measure behavior change after training

Analyze Level 3 (Behavior) for [COHORT]: from the 60-90 day follow-up, measure whether each participant applies the trained behavior on the job (self-report plus manager rating on the same ID), report the application rate and the top barriers to transfer from the open-ended responses, and correlate behavior change with the Level 2 learning gain.

Level 4 - Results. Connect behavior to one organizational metric and produce a board-ready summary that traces the result back through every level. The walkthrough is in connect training to organizational results.

Academy walkthrough → Connect training to organizational results

Analyze Level 4 (Results) for [PROGRAM]: connect the behavior-change data to the organizational metric it should move ([e.g. retention, productivity, quality, sales]), report the change against baseline, note where the sample is too small to attribute, and produce a board-ready summary that traces the result back through behavior, learning, and reaction on one participant record.

Learn the how-to: the Kirkpatrick levels in the Academy

The sections above are the argument; the Academy articles are the practice - one per level, each written to run on your own cohort data.

Where the Kirkpatrick model fits

The Kirkpatrick model is the evaluation spine of a training program; it pairs with the instruments and metrics around it. Feedback and question banks sit at Level 1 (training metrics); the software that carries the persistent ID across all four levels is covered in training evaluation software; and for the analysis mechanics on open-ended responses, see how to analyze survey data. The broader practice this evaluation feeds is impact measurement & management.

Frequently asked questions

What is the Kirkpatrick model?

The Kirkpatrick model is a four-level framework for evaluating training: Level 1 Reaction (how participants felt), Level 2 Learning (what they learned), Level 3 Behavior (what they apply on the job), and Level 4 Results (whether the organization benefited). Introduced by Donald Kirkpatrick in the 1950s, it is the default language of training evaluation. Sopact runs all four levels on one persistent participant ID so they sit on a single record.

What are the four levels of the Kirkpatrick model?

Level 1 Reaction - did participants find the training engaging and relevant. Level 2 Learning - did their knowledge, skills, or confidence change, measured pre to post. Level 3 Behavior - are they applying the training on the job 60 to 90 days later. Level 4 Results - did an organizational outcome such as retention, productivity, quality, or sales move. Each level requires following the same participant, which is why Sopact carries one ID across all four.

Why do most training evaluations stop at Level 1 or 2?

Because Levels 3 and 4 require connecting each participant's reaction, learning, behavior, and results across months, and a standalone survey tool treats every send as a fresh anonymous batch, so the 90-day behavior can never be joined to the original reaction. Sopact fixes this with a persistent participant ID assigned at enrollment, so reaction, learning, behavior, and results all land on the same record and the harder levels become achievable.

What is a Kirkpatrick model example?

A workforce training example: Level 1 - participants rate the coding bootcamp 4.3 out of 5 and flag pace as the weak point; Level 2 - the pre-to-post assessment shows a 33-point knowledge gain with 72% reaching mastery; Level 3 - at 90 days, 64% report using the skills on the job with manager confirmation, and no time to practice is the top barrier; Level 4 - 90-day attrition of trained hires falls 18% against baseline, traced back to the behavior data. All four sit on one participant record in Sopact.

What is Level 3 (Behavior) and how do you measure it?

Level 3 measures whether participants apply the training back at work, usually 60 to 90 days after. Measure it with a follow-up tied to the same participant ID that combines a self-report behavior scale, a short manager or peer rating, and one open-ended question about barriers to transfer. In Sopact you correlate the behavior result with each person's Level 2 learning gain, so you can see learning that never transferred and act on the barriers.

What is Level 4 (Results) and how do you prove it?

Level 4 measures whether the training moved an organizational metric such as retention, productivity, quality, or sales. Prove it honestly: choose one metric the training could plausibly affect, show it against a baseline and a comparison group where possible, and state attribution limits plainly. A Level 4 result is only credible when the Level 3 behavior evidence sits behind it - Sopact produces the board-ready summary that traces the number back through behavior, learning, and reaction on one record.

What is the difference between the Kirkpatrick model and the New World Kirkpatrick Model?

The New World Kirkpatrick Model, updated by James and Wendy Kirkpatrick, keeps the four levels but adds emphasis on planning for Level 4 first, on required drivers that support behavior change between the training and the job, and on leading indicators. The levels are the same; the update is about designing for behavior and results from the start rather than bolting evaluation on at the end - which is exactly what running all four on one persistent ID makes practical.

What are good Kirkpatrick sample questions by level?

Level 1: How relevant was this to your job? What was most and least useful? Level 2 (pre and post): How confident are you that you can do [skill]? plus a knowledge check. Level 3 (60-90 days): How often are you using [skill] now? What has blocked you? Has your manager noticed a change? Level 4: the change in a role-specific KPI, trained-versus-untrained retention, or error rate against baseline. In Sopact every answer is tied to the participant's ID so the levels connect.