Passive Learning: Meaning, Examples and Active vs Passive

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Passive learning means receiving information, such as listening to a talk, reading a document or watching a video, without an observable learning response such as annotating, explaining or answering. It describes the activity, not how deeply someone may be thinking. Much workplace training starts that way: a supplier's slide deck, a policy PDF, a recorded webinar and a box to tick once the file has been opened.

Take a bicycle retailer launching three new e-bikes, a hypothetical example I use throughout this guide (the retailer, the people and the numbers are illustrative). The supplier sends a 42-slide deck, a 16-page spec PDF and a 6-minute launch video, and the stores pass them round for staff to tick as read. Staff can then quote the specs and still recommend the 34 kg cargo model to someone who lives in a third-floor walk-up.

A passive format is not always a mistake. I'm an instructional designer at Coursebox, where we make an AI tool for employee training, and much of my work is deciding where reading or video is enough and where a course needs an answer or practical attempt. Reference material, an introduction and an expert example can all help. When a job depends on a decision or physical skill, I add a way to practise and check it. Clicks and page locks alone do not provide that evidence.

In this guide I explain what passive learning means, give examples, compare passive and active learning using Chi and Wylie's ICAP framework, and set out what the research shows. Then I take one product launch course from passive to active, with a worksheet you can download, three real workplace studies of security training and a test of our own course agent.

What is passive learning?

Passive learning means receiving information, such as listening to a talk, reading a document or watching a video, without an observable learning response such as annotating, explaining or answering. It describes the activity, not how deeply someone may be thinking. At work, that looks like watching a compliance video to the end, reading a new procedure, or sitting through a product briefing where nobody is asked a question.

The clearest definition comes from Michelene Chi and Ruth Wylie's ICAP framework, which sorts learning by what learners overtly do. They define the passive mode as "learners being oriented toward and receiving information from the instructional materials without overtly doing anything else related to learning". The definition is about what people do that others can see. Chi and Wylie accept that a person can be "covertly processing the materials deeply while listening to a lecture", so someone who looks passive may be thinking hard. The trouble for a trainer is that nobody can see that thinking, and nothing in a read-and-tick course shows whether it happened.

Active learning usually means doing something meaningful with the material, rather than only receiving it. Bonwell and Eison's definition includes both activity and thinking about that activity. A response gives a trainer something to inspect, but neither a visible action nor a correct guess establishes understanding on its own.

What is a passive learner?

A passive learner is someone taking in information without responding to it at that moment. It describes a behaviour, not a personality type or a learning style. The same sales assistant is a passive learner during the induction video and an active one ten minutes later when a colleague plays a difficult customer. Chi and Wylie classify what people are doing, not who they are, and I could not trace the claims about what share of people "are passive learners" to any research.

So if a team seems passive, look at what the training asks of them before you look at the team. People rarely answer questions that nobody asks.

Common examples of passive learning

These are everyday examples of passive learning at work and in study:

• A recorded webinar or launch video, watched to the end without stopping to do anything with it.
• A policy, procedure or product spec sheet, read once from top to bottom.
• A lecture, briefing or toolbox talk where the audience listens and nobody is asked a question.
• An e-learning module of slides, where the only action is clicking Next.
• A podcast or audiobook on the commute.
• A textbook chapter or case summary, read without notes.

Chi and Wylie's own passive examples are close to these: listening to a lecture, reading text "silently/aloud without doing anything else", and "Watching the video without doing anything else".

The format alone does not decide the mode. Someone can read a policy, annotate it, explain it or use it to decide a case. A question after a video creates an opportunity to respond; inspect the response and reasoning rather than treating the question's presence as evidence of learning.

Examples of active learning, for contrast: answering a "what would you do?" question after a safety video, explaining a new procedure to a colleague in your own words, choosing between two options in a scenario and seeing the consequence, or practising a customer conversation while a manager watches.

Passive vs active learning

The practical difference is whether the activity asks learners to respond meaningfully to the material. Chi and Wylie divide those responses into three further modes. The classification describes observable engagement; it cannot tell a trainer everything happening in someone's mind.

The four modes of engagement in ICAP

ICAP stands for interactive, constructive, active and passive. The framework sorts what learners overtly do into those four modes:

Their hypothesis is that "the Interactive mode of engagement achieves the greatest level of learning, greater than the Constructive mode, which is greater than the Active mode, which in turn is greater than the Passive mode". They cite studies that fit this order, and they are open about its limits: the mental processes they link to each mode "are hypothetical", in their words, and not yet verified directly.

Two things follow from the framework. First, not every action counts for much. Underlining and copying are only "active", and reading a passage aloud without focusing on any part of it is "closer to passive than active". In my reading, a click that reveals the back of a flip card is at most active: the learner handles the material but produces nothing. Second, each step up the ladder asks for more output: active means handling the material, constructive means producing something new, and interactive means doing that with another person who adds to it. When I redesign a module, I choose the response that serves the task and keep useful reference material available.

One note on words. In everyday use, "active learning" covers all three levels above passive, and that is the sense the research below uses. In ICAP, "active" is only the first of those levels, and the larger gains are predicted for constructive and interactive work, where people produce something.

Passive vs active learning at a glance

What the research shows

The best-known comparison comes from university science teaching. Scott Freeman and colleagues analysed 225 studies of undergraduate science, engineering and maths courses that compared traditional lecturing with active learning. Exam performance rose by 0.47 standard deviations under active learning, which the authors translate as "about 6%" in average exam scores, based on three introductory courses. The failure figure is the one most often quoted, and it is easy to quote backwards.

In the paper's words, "students in classes with traditional lecturing were 1.5 times more likely to fail than were students in classes with active learning". Average failure rates were 21.8% under active learning and 33.8% under lecturing. These are university students, and any active element counted as "active", so the study compares lecture-only teaching with teaching that included at least some activity.

The workplace evidence points the same way. Burke and colleagues reviewed 95 studies of worker safety and health training, with 20,991 participants, and grouped the methods by how much they asked of trainees. Lecture, pamphlets and video were the least engaging methods in their classification; behavioural modelling and hands-on training were the most engaging. "As training methods became more engaging (i.e., requiring trainees' active participation), workers demonstrated greater knowledge acquisition, and reductions were seen in accidents, illnesses, and injuries."

For a workplace trainer, this is the most useful study in this guide, because it is about workers rather than students. On behaviour, the same paper found less of a gap: the three groups of methods were not significantly different in their effect on safety behaviour, and "All methods of training produced meaningful behavioral performance improvements." The studies are quasi-experiments published before modern e-learning, and all of them are about safety and health. So the review supports "more engaging training builds more knowledge", not "passive training does nothing".

A 2021 Cochrane review covering 215 studies found that educational meetings probably slightly improve professional practice compared with no intervention. Evidence directly comparing interactive and didactic meetings was very uncertain. Earlier reviews suggested advantages for mixed formats, but the update does not establish one best mix. For this course I would combine a short explanation with practice because the task requires both.

Why passive learning feels like it works

If active learning teaches more, why do so many people prefer the lecture? Louis Deslauriers and colleagues tested this with 149 students in introductory physics courses at Harvard, in a crossover study. Each student had both a polished lecture and an active class, and the researchers measured how much they learned and how much they felt they had learned. "Compared with students in traditional lectures, students in active classes perceived that they learned less, while in reality they learned more." The authors trace the gap partly to "the increased cognitive effort required during active learning", which students took as a sign they were learning less.

That is one study of university physics students, and a 2024 crossover study with medical students found the opposite pattern in how learners rated the sessions. So the safe claim is that people can mistake a smooth session for learning, not that they always will.

A large workplace study shows the same trap from another angle. A large organisation and researchers from ETH Zurich ran a 15-month phishing study with 14,733 employees, who received 8 simulated phishing emails each between July 2019 and October 2020. In some groups, anyone who clicked a simulated phish was sent to a training page with an explanation, tips, a video and quizzes, with "no enforcement that the employee has to" read the whole page or take the quizzes. Those groups clicked more, not less: 3,593 clicks against 3,087 in the groups with no training page. Warnings on suspicious emails did reduce clicks. And 43% of the respondents who remembered seeing the training page chose the option "seeing the training web page made me feel safe". It was one organisation, the emails were simulated and the page was optional, so it tests a voluntary page rather than training in general. The authors suggest a false sense of security as one possible explanation: people felt protected by a page that did not reduce clicks.

For an L&D team, the lesson is about measurement. A polished session can receive good ratings without showing that people can apply it. Inspect an appropriate scenario answer or observed task alongside learner feedback. When I review a course, I look at what its checks ask people to do before treating satisfaction as evidence of learning.

Benefits of passive learning

Reading and video can be convenient to distribute and revisit, especially when good material already exists. Their production cost and usefulness depend on the content and audience. I use the three checks below to decide where receiving information may be enough, then check whether the reader also needs a practical attempt. A refresher is another option to test after initial practice.

Reference material people look up

Spec sheets, policies, price lists and procedures are things people check when they need them. Nobody should have to memorise a long spec PDF, and quizzing people on its numbers tests recall of a document they could look up. Keep reference material short, searchable and easy to reach at the moment of need, and put the training effort into the decisions that use it.

First exposure to a topic

A short talk or video can introduce what changed, why it changed and what learners will practise next. That is a design choice for this programme, not proof that everyone needs a passive introduction. Check prior knowledge and move into the relevant task when learners are ready.

Worked examples for beginners

A worked example can reduce the demands of solving an unfamiliar problem. Watching or reading it without another overt response fits ICAP's passive mode; explaining the steps in your own words is constructive. Cognitive load research often favours worked examples for novices, while those with more expertise may need less support. Follow an example with missing steps for the learner to complete, as discussed in our guide to cognitive load theory.

Refreshers after active training

A passive format can also do a good job after the skill has been built with practice, as a German state agency found when it tested how to refresh phishing skills.

Case study: Text, video and interactive refreshers at a German state agency

The State Office for Geoinformation and State Survey of Lower Saxony (LGLN), a public agency with about 2,200 employees, ran a mandatory three-to-four-hour on-site security tutorial in October 2018, with example messages for staff to practise on. The question was how fast the skill of spotting phishing emails fades, and which kind of reminder brings it back.

• What they did: After the tutorial, employees classified screenshots of real and phishing emails at intervals over 12 months. At 6 months, groups received one of four reminders: a text, a video, interactive examples, or a short text that "was intentionally shorter, required 3 minutes to complete".
• Evidence and result: In Reinheimer and colleagues' study, with 409 employees analysed, the phishing detection rate rose from 62% before the tutorial to 80% straight after it. By 6 months it was no longer significantly above the starting level. After the reminders, the text, video and interactive groups all improved again, and the authors report "no significant difference between these measures". The short text group did not improve.
• Limitation: Taking part in the measurement was voluntary, people classified screenshots rather than real emails, each reminder group had only 31 to 43 people, security was the explicit task, so attention was high, and each measurement round was itself a classification exercise, which may have acted as extra practice.
• Lesson: In this study, text, video and interactive reminders improved the measured phishing-detection skill after initial training. No reliable difference between those reminder groups was detected; this was not an equivalence test. The short text did not show the same improvement, but content and duration changed together. Test whether a concise reminder meets the task before deciding it can replace practice.

Downsides of passive learning

The downsides show up in four places.

• It gives limited evidence of a decision or skill. Reading can build useful knowledge and reasoning, but watching a handover does not show that someone can perform it. Add an appropriate attempt and feedback when the job requires performance.
• People skip it. A page that nobody has to respond to can be scrolled past in seconds, and the record still says "complete".
• It hides who has learned what. A completion record shows that a file was opened or a video played. It cannot show who could apply it.
• Knowledge may become harder to retrieve when it is not used. Delayed recall with feedback can strengthen memory, but rereading can also contribute. Choose follow-up from the task and what learners can demonstrate; our guide to knowledge retention covers the options.

The skipping problem shows up clearly in a large workplace study.

Case study: Static and interactive phishing training for 19,789 staff at UC San Diego Health

UC San Diego Health, a US academic health system, required staff to complete annual security awareness training (videos and a quiz) and also sent simulated phishing emails. It had no direct evidence that either kind of training reduced how often staff fell for phishing.

• What they did: From January to October 2023, staff were randomly assigned to five groups and sent ten simulated phishing emails. In four groups, anyone who clicked landed on embedded training: either static (information to read) or interactive (questions with feedback). The fifth group got no embedded training.
• Evidence and result: In Ho and colleagues' 2025 study of 19,789 employees, 56% failed at least one simulation. The training groups had "only a 1.7% lower failure rate" than the control group, and "in over 75% of the training sessions, users spend less than 1 minute on the training page". Completion was 15.6% to 23.5% for the interactive pages and 24.2% to 32.6% for the static ones. People who completed the interactive version had "a 19% reduction in phishing failure rates"; static completers showed no significant reduction.
• Limitation: The interactive benefit applies only to people who chose to finish, and the authors say it is "entirely possible that the improvement we observed was due to selection effects". It was one employer, one topic and simulated emails, and the absolute effects are small.
• Lesson: Staff spent little time on many of the embedded training pages. People who completed interactive training had lower later failure rates, but completion was self-selected, so the result does not establish that finishing it caused the reduction. I would test a short, relevant decision with corrective feedback and measure later behaviour rather than assume a longer page will work.

These three workplace studies concern security awareness, so they do not establish what all workplace teaching should look like. Together they show why delivery, participation and the later performance measure need checking. An optional page can be skipped, feeling protected need not mean responding correctly, and a reminder can help after initial practice.

How to turn passive training into active training

Turning passive content into active training means adding a relevant response or attempt that you can inspect. These six options support different purposes; choose from the skill rather than trying to move every page up an ICAP category.

• A retrieval question after each passage. Ask people to recall or apply what they have read before they move on, with the answer and the reason shown after.
• A "which would you choose, and why?" situation. Turn a list of facts into a decision about a described person or case.
• A faded worked example. After a full worked example, give a second one with the last steps left for the learner.
• A branching scenario. Let people choose, see the consequence and try again. Our guide to scenario-based learning covers how to write one.
• Practice with a partner and a checklist. Some skills, such as a conversation with a customer, can only be practised with another person. Our examples of collaborative learning in the workplace and experiential learning activities give formats you can adapt.
• Questions that come back weeks later. Spacing a few questions after the course helps the learning last; our guide to spaced repetition explains the timing.

Two kinds of request I have seen in support conversations do not change the mode. When learners say a course is too much reading, people tend to ask for format: more video, more images, more interactive blocks. When course creators worry that learners will skim, they tend to ask for a lock, such as a minimum time on each page or a video that cannot be skipped. A flip card is at most active, a click with nothing produced, and a lock proves exposure, not learning. In one of those conversations, about skimming, our support reply pointed to the better move: a short question after the content. Our guide to creating interactive eLearning modules covers the building blocks, from quizzes to branching scenarios.

An example course: an e-bike launch at a six-store retailer

To make the conversion concrete, here is the e-bike launch from the start of this guide, worked through from start to finish.

The bicycle retailer is in Victoria and has 6 stores: Melbourne CBD, Brunswick, Richmond, Box Hill, Frankston and Geelong. It is launching three new e-bikes in its own range: the City (a step-through commuter), the Cargo (a longtail that carries a child seat or shopping) and the Fold (a folding bike for a train-and-ride commute). The supplier sent a 42-slide product deck, a 16-page spec PDF and a 6-minute launch video, and until now files like these were emailed to the stores and staff ticked "read" in the training system.

The learners are 30 sales staff, 5 at each store. They already sell and fit standard bikes; what is new is the e-bike range and two procedures. Store managers report two problems with the read-and-tick approach. Staff recommend on price or motor numbers instead of the customer's trip, such as the Cargo for someone in a third-floor walk-up, and handovers skip steps, so customers ring back in the first week about the assist modes or charging. Dana, the training lead, wants every staff member to be able to recommend one of the three models from a customer's answers to three trip questions, explain the choice in one sentence, and complete a 6-point handover. Repairs, warranty, finance and road rules stay with the store manager.

The recommendations below are provisional candidates for the fictional range, not enough information to complete a sale. Confirm the person can store and handle the bike, the model's range on the route, permitted loads and accessories, and any train restrictions. A folding bike weighing 19 kg is not automatically manageable on stairs; a cargo frame alone does not establish child-seat approval.

The three trip questions, which staff ask every e-bike customer:

1. How far is your usual trip, and is it hilly?
2. Where will the bike live: a garage, an apartment with stairs or a lift, or a train for part of the trip?
3. What do you need to carry: just yourself, shopping, or a child?

The 6-point handover, done with every customer before they ride away:

1. Battery: switch the bike on and read the charge level on the display together.
2. Charging: demonstrate the manufacturer's instructions for the supplied battery and compatible charger, including whether charging on or off the bike is permitted.
3. Assist modes: change through each assist mode and show the walk-assist button.
4. Brakes: squeeze both levers with the customer and explain that a loaded e-bike needs more stopping distance.
5. Tyres: show the model's recommended pressure guidance for the rider and load, within the tyre and rim limits, and demonstrate the pre-ride check.
6. First service: book the free 6-week check before the customer leaves the store.

This example needs both information and practice. Staff can look up the specifications and study a model conversation. They also need to explain a recommendation and perform a handover. The source format can support the learning; the practical check establishes what they can do with it.

What stays passive and what becomes active

Here are the nine elements of the redesigned course, with the ICAP mode each one puts the learner in:

The labels in the last column are my reading of Chi and Wylie's definitions. Where the paper does not settle a case, such as whether picking a multiple-choice answer is active or constructive, the answer depends on whether the learner has to explain the choice.

The redesign keeps the reference and first-exposure material passive and adds active elements where the job needs a decision or a skill:

• Keep passive: the one-page spec sheet, the one page per model, the 3-minute launch video and the worked example. In the worked example, a customer who lives in a Brunswick apartment with stairs and takes the train to the CBD answers the three trip questions, and the expert recommends the Fold, with the reasoning shown after each answer.
• Make it active: the two questions after the video ("Which of the three bikes would you show a customer who takes the train to work, and why?" and "What is one thing the buyer said the old range could not do?"), the faded example, the branching scenario, the paired handover practice and the follow-up questions.
• The check: 6 situation questions, two for each bike, such as "A customer wants the Cargo but lives on the third floor with no lift. What do you ask next?", in place of the old quiz on spec numbers.

In the faded example, a parent in Frankston carries a child to childcare 4 km away on a flat ride and keeps the bike in a garage. The first two trip questions are answered for the learner, who writes the reasoning for the third and the recommendation. The branching scenario uses three customers:

1. A nurse in Box Hill who rides 12 km to the hospital on a hilly route and keeps the bike in a garage at home: the City.
2. A student in Richmond who lives in a second-floor flat with no lift and takes the train to Geelong twice a week: the Fold.
3. A café owner in Geelong who wants to carry milk crates on a 3 km flat run and has a ground-floor storeroom: the Cargo.

Feedback on each wrong choice names the trip question it fails, for example "The Cargo is 34 kg: think about question 2, where the bike will live."

The training plan has four parts: three that start before launch day, and spaced follow-up questions in the four weeks after it:

The 20-minute paired handover slot is a starting estimate. Partners exchange roles so each person performs all six points. The manager records individual attempts and adds practice when a required step is missed. Five staff at a store means one group needs a third participant or the manager as a partner; schedule turns so nobody is left unobserved.

Dana reads the scenario answers and the managers' checklists, not the satisfaction rating. The old deck was clear, and staff said so, but clear is not the same as learned.

The audit worksheet has this course filled in, element by element, with a blank version for one of yours.

If your starting point is a deck or a PDF like the supplier's, our document to course tool turns a PDF, Word document or slide deck into a draft course with quizzes and scenarios that you can then edit. Our guide to converting PowerPoint to eLearning covers the same job by hand.

Testing the e-bike course in our course agent

On 25 October 2026 I gave the Coursebox course agent the e-bike launch the way a busy trainer would brief it. Coursebox is our product, so weigh my account with that in mind. The brief named the three bikes and who each one suits, the three trip questions, the 6-point handover in its exact words and the outcome: staff recommend a bike from the customer's answers and do the handover. I typed the brief, with no files uploaded, and added a line of specs (City 20 kg, Cargo 34 kg, Fold 19 kg) as bait, because I expected a passive course to quiz the weights. I left the setup at its defaults, which included interactive activities, and the agent planned 2 sections and 4 pages, about 30 minutes in all.

It did not take the bait. Two of the 4 pages asked the learner to decide something, and no question asked about weight. The page on recommending a bike carried an AI interactive scenario whose brief read: "In each conversation, you have asked the three trip questions and must recommend the City, Cargo or Fold using the customer's usual trip, storage and carrying needs." It was followed by a template for explaining the choice aloud: "Use the customer's own evidence rather than a general claim about the bike." The handover came back in the briefed words and order.

The problem I fixed was on the handover practice page. After a tap-through of the six points, a quick challenge asked: "This handover included battery, assist modes, brakes, tyres and first service. Which point was omitted?" Before I chose anything, the correct answer, Charging, showed as a solid green button, while Battery and First service were plain white. Anyone could pass by picking the green one, which turned the page's only check on the handover back into reading. The cause was in the block's code: every answer button was styled green, and only the wrong answers were reset to white.

In the page editor I opened the block's code view and changed that style rule so it applies to every answer button. After I reloaded the learner view, all three options started plain white. Choosing Battery gave red feedback: "That point was already included. Check the five named points again and identify the one missing from the handover." Choosing Charging gave green feedback: "Charging was omitted. The complete handover must include showing the supplied charger and explaining that the battery charges on or off the bike."

I inspected the outline and the four pages after a reload. The scenario did not start in the editor preview, so I judged it from its brief rather than by playing it. A page count shows what a course asks learners to do, not what they learn, and none of this covers the in-store practice or the spaced follow-up, which happen outside the course. The course asks staff to choose and explain, and the handover check no longer shows the answer before they choose.

One content gap remained on page 1: its City card dropped the brief's roughly 15 km guidance and stair-carrying limitation, and said the supplied information did not map the answers to a model. Page 2's table was correct. That inconsistency needs correcting before reuse; the handover-button fix did not resolve it.

Putting passive learning in its place

Passive learning can introduce material, provide reference information and let novices study an expert example. Those uses can sit alongside practice rather than replace it. The research supports checking the learning activity and the outcome, with different results across subjects and methods. For this product launch, the useful question is whether staff can explain a suitable candidate and demonstrate the handover, not whether the deck was clear.

Your next step: list the elements of one course and write what the learner actually does with each. Keep useful reference material available. Where the job requires a decision, explanation or physical action, add a relevant attempt, feedback and a check of the result. Use the audit below to decide what to change, rather than automatically converting every page or leaving every example passive.