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A step-by-step method for translating workplace outcomes into behaviors, skills, knowledge, practice, assessment, and evidence.
By Alireza Ibrahimi
10 min read
Guide
Most training begins in the wrong place.
A team receives an SOP, handbook, policy, or slide deck and asks:
How should we turn this content into a course?
Backward design asks a different question:
What should someone perform successfully at work, and what must happen before that performance becomes possible?
The practical sequence is:
Performance outcome → observable behavior → required skill → required knowledge → practice → assessment
This guide turns that sequence into a repeatable method for workplace learning. It assumes that a needs assessment has already shown that training is at least part of the solution. If the real cause is a broken process, missing tool, unrealistic workload, or conflicting incentive, begin with diagnosis rather than course design.
Backward design is especially useful when training supports a recognizable task, decision, procedure, or standard.
Examples include:
The method is less straightforward when the goal is broad, such as improving culture, increasing engagement, or developing leadership identity. Those goals can still be supported, but the team must translate them into observable situations and behaviors rather than pretending one course can directly produce an abstract outcome.
Cornell's teaching guidance describes backward course design as defining measurable outcomes first and then using them to guide activities and assessments.
Source: https://teaching.cornell.edu/setting-learning-outcomes
For workplace use, extend that logic one step further: begin with the work itself before writing the learning outcome.
Useful participants include:
The process is stronger when it combines documented requirements with what actually happens in the workplace.
Describe the work that should improve.
A useful performance statement includes:
A practical template is:
In [work situation], [role] will [perform the task] using [approved tools or resources] to [defined standard].
Weak statement:
Employees will understand incident reporting.
Stronger performance statement:
During a qualifying incident, field employees will begin the approved reporting process, submit the required information through the authorized tool, and route the report to the correct reviewer within the stated timeline.
The stronger statement makes later design decisions possible.
It also prevents the team from using a distant business result as the direct training objective. For example, “eliminate all incidents” is not a realistic course-level outcome. Training may support recognition, response, and reporting, while equipment, staffing, process design, and management influence the broader result.
Performance is usually produced through one or more behaviors.
Ask:
For the incident-reporting example, critical behaviors might include:
Do not turn every interface click into a learning objective. Focus on behaviors that influence quality, risk, judgment, or consistency.
A behavior should be observable enough that two reviewers could reasonably determine whether it occurred.
A skill is what the learner must be able to perform to produce the behavior.
Decompose the work into skill types such as:
For each skill, define the expected conditions and level of independence.
Ask:
The NIST NICE Framework provides a workforce example of separating tasks from the knowledge and skills that support them. Although the framework is specific to cybersecurity, the structural idea is broadly useful: describe the work first, then connect the capabilities needed to accomplish it.
Source: https://csrc.nist.gov/pubs/sp/800/181/r1/final
A task map prevents a common failure: teaching facts because they appear in the document while ignoring the actual skill the employee needs.
Now determine what the learner must know to perform the skill.
Knowledge can include:
Use a strict filter:
Does this information help the learner perform, decide, recognize, explain, or recover?
If not, it may belong in optional reference material rather than the core lesson.
Also decide what belongs in memory and what should remain externally available.
People often need to remember:
They may be better served by external support for:
This prevents the course from becoming a compressed copy of the source document.
CDC guidance describes learning objectives as measurable statements of the knowledge, skills, or attitudes learners should gain and recommends aligning objectives with training goals and competencies.
Source: https://www.cdc.gov/training-development/php/about/design-training-learning-objectives.html
A useful objective states what the learner will demonstrate, not what the instructor will cover.

Practice is the bridge between knowledge and performance.
Choose activities based on the skill and behavior—not on the available authoring template.
Useful practice types include:
A practical sequence is:
CDC's Quality Training Standards recommend aligning content and educational methods with objectives, using real-world examples, providing engagement and feedback, and connecting assessments directly to learning objectives.
Source: https://www.cdc.gov/training-development/php/qts/index.html
Transfer research also warns against treating the training environment as the only context that matters. Generalization and maintenance on the job depend on training design, learner characteristics, and the work environment.
Source: https://doi.org/10.1111/j.1744-6570.1988.tb00632.x
For an incident-reporting skill, reading the procedure is preparation. Practice requires deciding whether a case is reportable, choosing the first action, completing the form, and handling realistic ambiguity.
Design the evidence before expanding the course.
Ask:
What would convince a reasonable reviewer that the learner can perform the intended outcome?
Match the method to the claim:
| Intended outcome | Appropriate evidence |
|---|---|
| Recall a rule | Retrieval question |
| Explain a concept | Written or spoken explanation |
| Make a judgment | Realistic scenario and reasoning |
| Perform a procedure | Demonstration, simulation, or work sample |
| Use the capability at work | Delayed follow-up, observation, workflow data, or audit |
| Improve work quality | Operational quality, accuracy, or timeliness measure |
Use a baseline when the question is whether training changed capability. A posttest alone can show current proficiency, but it cannot show how much the learner changed if they already possessed the knowledge or skill.
CDC recommends assessing learning and, when possible, learning transfer. It identifies delayed follow-up as the best way to assess whether learners retained and applied what they learned after returning to work.
Source: https://www.cdc.gov/training-development/php/about/evaluate-training-measuring-effectiveness.html
Immediate assessment and workplace evidence answer different questions. Keep both labels honest.
Consider a hypothetical customer-support team with a detailed refund policy.
The original request is:
Turn the refund policy into a course.
A content-first approach summarizes every section and adds a quiz.
A backward-designed approach begins with performance.
Performance outcome
Support agents resolve eligible refund requests accurately, escalate exceptions through the approved path, document the reason, and communicate the decision clearly.
Observable behaviors
Required skills
Required knowledge
Practice
Assessment
The result is not necessarily a longer course.
It is a more selective one.
The team teaches only what supports the required performance and leaves detailed reference material available for rare cases.

Beginning with the table of contents
A document's structure reflects how information is stored, not necessarily how a task should be learned.
Writing vague objectives
Words such as know, understand, and be aware of hide the required evidence.
Treating knowledge as the final outcome
If the job requires a procedure, decision, or conversation, learners need corresponding practice.
Designing the quiz after the course
Late assessment design often produces questions about what was easiest to write rather than what matters at work.
Practicing only the perfect case
Real performance includes exceptions, incomplete information, competing priorities, and changed wording.
Forcing memorization of reference details
Some information should remain searchable or available through a job aid.
Ignoring workplace conditions
The best learning design cannot create transfer when employees lack access, opportunity, authority, time, or manager support.
When starting with an SOP, policy, handbook, or manual, build a traceable map:
Source requirement → performance outcome → behavior → skill → knowledge → practice → assessment → evidence
This map supports several useful reviews:
LoreGraph's SOP training workflow can help teams turn existing documents into structured, editable training. The backward-design method clarifies what the generated training should be reviewed against.
Before approving the next course, review it from right to left:
Only after those questions are answered should content coverage become the main discussion.
Alireza Ibrahimi
Founder, LoreGraph
Software engineer and Learning Engineering researcher building AI systems that transform workplace knowledge into measurable learning experiences.
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