The weather report you are not checking
Imagine you hired a structural engineer to evaluate a building, and they spent the entire inspection reviewing the architectural drawings. The drawings are beautiful. The building itself? They never looked at it.
That is approximately what most L&D teams do when they evaluate training quality.
We scrutinise content, assessment scores, and facilitator ratings. We measure whether people liked the training and whether they passed the test. Then we hand the learner back to their line manager and hope something sticks.
The research on what actually happens next is fairly uncomfortable. Environmental and contextual factors account for a substantially larger share of transfer outcomes than training content itself (Holton, Bates, and Ruona, 2000; Rouiller & Goldstein, 1993). What the learner walks back into matters more than what happened in the room.
There is a name for this in the transfer literature. It is called the transfer climate.
What transfer climate actually means
Transfer climate is not an abstract metaphor. It is a measurable set of conditions in the workplace that either support or suppress the application of new learning.
The construct was formally defined by Rouiller and Goldstein in 1993 and later refined through Holton's Learning Transfer System Inventory (LTSI) -- one of the most extensively validated instruments in the field. The LTSI maps sixteen factors that influence whether training transfers, and a significant cluster of them describe the environment rather than the individual or the training itself.
These include:
Supervisor support. Does the line manager know what the person was trained to do? Did they have a conversation about it before the training started? Will they create space for early attempts, or will business-as-usual crowd out any chance to practise?
Peer support. Do colleagues expect the learner to try the new approach -- or to quietly revert to what everyone else does? Social norms inside a team are a powerful regulator of behaviour. If the norm is "we do not really apply what we learn on courses", a motivated learner is pushing against a current.
Opportunity to use. This one is often overlooked. Even a motivated learner with a supportive manager cannot transfer what they have learned if they never get the chance to use it. Rouiller and Goldstein identified situational cues and consequences as core components of transfer climate -- the situations that prompt the new behaviour and the reactions that follow when someone tries it.
Personal outcomes. What happens when someone applies the new behaviour? Are they recognised for it? Does it make their job easier or harder? Are early mistakes tolerated as part of the learning curve, or treated as evidence that the training did not work?
Together, these conditions create the soil your training is trying to grow things in. You can plant the most carefully cultivated seeds, but if the soil is compacted, acidic, or dry, very little will take root.
Why this matters more than your training design
This is not a critique of instructional design. Good design matters. But design improvements operate within a ceiling set by climate. A well-designed programme in a hostile environment produces limited transfer. A modestly designed programme in a genuinely supportive one will often outperform it.
Rouiller and Goldstein's original study showed this clearly. They assessed training design quality and transfer climate across a group of managers in a franchise organisation. Climate was the stronger predictor of on-the-job performance.
Holton's subsequent work reinforced the pattern. Sixteen factors, assessed before a programme runs, predict whether learning will transfer. The environment is doing more work than the training. Most teams are measuring the wrong variable.
If you invest heavily in improving content while the transfer climate remains hostile, you are optimising the part that matters least. You may see better test scores and stronger confidence ratings without meaningfully changing whether people apply what they have learned.
What an unsupportive climate looks like in practice
Transfer climate problems tend to be invisible until someone looks for them. They rarely announce themselves as problems. They look like normal organisational life.
The manager who supports training in principle, but whose calendar is too full for a post-training conversation. The team where everyone agrees the new approach makes sense, but no one changes because no one else is changing. The learner who tries once, gets no feedback, and quietly reverts.
None of these feel like failures from the outside. Completion rates are high. The L&D team delivered the programme. What has not happened is transfer.
A useful question before any programme: if someone applied what they learn here, what would the next four weeks look like for them? Would their manager notice? Would their peers expect it? Or would the new behaviour disappear into a role where nobody is looking?
If the honest answer is the latter, that is a climate problem. Better training design will not fix it.
How to assess the climate before you train
The good news is that transfer climate is measurable. The LTSI is a validated survey instrument that can be administered in under ten minutes. It produces scores across the key climate dimensions -- supervisor support, peer support, personal outcomes, opportunity to apply -- alongside individual factors like motivation and transfer self-efficacy.
Running a diagnostic before a programme starts gives you three categories of outcome:
Ready to train. The climate is supportive across the key dimensions. Proceed with the programme, investing in strong design and post-training reinforcement.
Clear the path first. One or two climate factors are scoring poorly. The training will be undermined unless these are addressed -- typically through manager briefing, stakeholder alignment, or adjustments to how the environment is structured around the new behaviours.
Change the approach. The climate is consistently unsupportive. Running the training now would be spending budget on a problem you have not yet identified. The more productive intervention is addressing the environment, not delivering content.
This third category is where most L&D teams struggle. Saying "this training is not the right move right now" runs counter to the pressure most teams face. But it is also where the most useful conversations happen. When a diagnostic surfaces that managers are not briefed, learners have no opportunity to practise, and team norms work against the new behaviour, the conversation shifts from "did we deliver good training?" to "what does the organisation actually need to change?"
What L&D teams can do differently
A few practical shifts that move the needle on transfer climate, regardless of what diagnostic tool you use:
Brief managers before the programme, not after. The most commonly skipped step in transfer design. A ten-minute brief -- what the learner is being trained to do, what to observe in the weeks after, how to create a short conversation about application -- turns a passive bystander into an active supporter. Grossman and Salas (2011) consistently identify manager support as one of the most actionable and consistently evidenced variables in transfer -- and the one most teams under-invest in.
Map opportunity to apply. Ask, before the programme runs, whether learners will have genuine opportunities to use the new skills in the next 30 to 60 days. If the answer is probably not, address this before training begins -- either by adjusting timing or by creating structured situations where application can happen.
Treat peer norms as a design constraint. If the team norm works against the new behaviour, individual training will struggle to change it. The lever is usually at team level: a visible early adopter, or a manager who models the behaviour publicly before anyone else is expected to try it.
Check what happens when someone tries. Is the new behaviour noticed? Reinforced? Early attempts that land well are the strongest predictor of sustained change. Early attempts that disappear into silence are often the last ones.
The climate question before any training request
The most useful thing a transfer climate lens gives you is a different first question.
Most L&D conversations begin with "what should we train?" or "how do we design this?" The climate question begins earlier: "is the environment ready for this to work?"
That question does not always produce the answer people want. But it produces the right one. And it positions L&D not as a content factory, but as a function that understands the system training operates inside.
The environment has always been doing more work than the training. The research has been making this case since the early 1990s. For most teams, it remains the least-examined part of the system -- which makes it the most productive place to start.
This argument is no longer confined to academic journals. Trade press is starting to make the same case. A recent Training Industry article argues that meaningful learning does not happen because people attend training, but because organisations design the conditions that let learning transfer into everyday work, and that managers shape whether behaviour changes or disappears (Odewole, Training Industry, 2026). That is the transfer climate argument, arriving independently in the practitioner press.
Assessing your transfer climate before your next programme? Book a demo to see how Multiply runs the diagnostic and maps what the environment needs.
Keep reading
Why Most Training Fails Before It Even Begins
Most training fails before it starts. Not because the content is weak, but because of what happens around the session. That is where change is decided.
What Is Learning Transfer? Why Training Fails Without It
Learning transfer is the measure of whether training works. Not completion. Not satisfaction. Whether learners apply skills on the job. This guide covers the science, the factors, and how to build a system that shifts the numbers.
Good at L&D: Build a Transfer System That Proves It.
L&D professionals are not the problem. The system is. A practical guide to using manager activation, behaviour targets, and follow-up loops to prove training impact.