A research practice workspace for hardware and software experiences. The design connects study planning, human factors, and evidence synthesis through examples such as a headset and its companion app.
Actual product interface · User Research / Human Factors
01Learn02Practice03Decision Lab
01 / CONTEXT & CHALLENGE
How can researchers examine the whole interaction—from a physical control to the software behind it?
The challenge
Hardware and software can tell conflicting stories: a headset button may suggest the microphone is muted while its companion app shows it is on. UXR Forge uses examples like this to help learners consider physical actions, feedback, and context when planning research. Method guidance, practice exercises, study planning, and synthesis share one workspace. The examples use fictional practice data.
My contribution
Product direction, the learning experience, and research workflows connecting planning, observations, synthesis, and recommendations.
Key design decision
Link each finding to its supporting observations so readers can check the reasoning.
Current result
The working product connects planning, synthesis, resources, and practice exercises. Whether it helps people make better research decisions still needs evaluation.
Designed for Aspiring and practicing researchers developing research judgment.
The constraint
Written feedback can explain a method’s strengths and limitations, but it cannot account for every detail of a research situation. Exercises therefore use explanation and reflection rather than a score that could imply there is one correct answer.
The design review focuses on the working product. Participant research and usability evaluation are planned next.
RESEARCH DECISION MODEL / NOT A COMPLETED STUDY
Start with what the decision needs.
01Product decision
What uncertainty could change the direction?
02Research question
What do we need to learn?
03Method & plan
Choose an approach, then define tasks and recruitment.
04Evidence & synthesis
Separate records from their interpretation.
05Recommendation
State the tradeoff and the next check.
Questions and interpretations can send the work back to an earlier stage. This is a reasoning model, not a mandatory sequence.
02 / RESEARCH PLANNING
Choose a method that fits the question.
METHOD ORIENTATION / NOT A SELECTION ALGORITHM
The question changes the method.
What people report
Interviews / Surveys
Interviews can explore meaning in depth. Surveys can describe response patterns when the sample and question design support that inference.
What people do
Usability tasks / Contextual inquiry
Observe task behavior or work in context. Usability studies may collect qualitative explanations and quantitative measures.
Attitudinal/behavioral and qualitative/quantitative are useful lenses, not fixed boxes. Sampling, context, ethics, and the decision determine suitability.
The method guide helps learners consider the evidence they need before building a study plan.
03 / DESIGN REASONING
The choices behind the experience.
DESIGN DECISION / 01
Keep evidence traceable
Observed in the product
Study records link observations to themes, insights, recommendations, and counterexamples.
Design response
Link each finding to its supporting observations so readers can check the reasoning.
Rationale
Separating observation from interpretation lets a reader inspect what supports a conclusion and what challenges it.
Tradeoff
Linking findings to observations takes more work, and each reference needs to be checked.
FROM OBSERVATION TO RECOMMENDATION
Check the evidence behind a finding.
01Observation ID
The original practice observation
02Theme
A grouping of observations
03Insight
An interpretation with observations that support or challenge it
04Recommendation
A proposed change, its tradeoffs, and a plan to evaluate it
All displayed study data is synthetic. The visual describes relationships, not participant findings.
DESIGN DECISION / 02
Explain method choices rather than score them
Observed in the product
Practice activities provide approach-specific feedback and ungraded written reflections.
Design response
Explain what each approach can answer, what it cannot answer, and what it requires.
Rationale
A usability task can reveal interaction breakdowns; a survey answers a different kind of question. Method choice should follow the decision to be informed.
Tradeoff
Written feedback cannot respond to every detail in a learner’s reflection.
The planner begins with the research question before asking for study details.
01
Frame before choosing
Decision and research-question fields establish what the study needs to inform.
02
Separate stages
The plan divides framing, study design, and preparation instead of displaying one undifferentiated form.
03
Explain where drafts are saved
Draft notices explain that work is saved in this browser, rather than shared with a team or stored in the cloud.
DESIGN DECISION / 03
Distinguish practice examples from completed research
Observed in the product
Study examples are labeled as practice data; exported plans are marked as drafts.
Design response
Label practice data and untested study plans in both the interface and exported files.
Rationale
Practice observations cannot establish how real users behave. Clear labels help learners understand what the examples can teach and what still requires a study.
Tradeoff
Labels take up space, but they need to remain visible when examples are shared or exported.
Each finding links to the observations behind it. This screen uses fictional practice data.
04 / VISUAL & INTERACTION SYSTEM
Make the reasoning easy to follow.
Learning, practice, and planning have separate destinations. In synthesis, each finding stays connected to supporting observations and examples that challenge it. This lets a reviewer follow the reasoning behind a recommendation and question it.
HARDWARE & SOFTWARE / PRACTICE EXAMPLE
One action. Two places to check the result.
The connected-headset example asks whether a physical mute button, a status light, and a companion app communicate the same microphone state. It also explores what happens when the connection drops.
01Physical action
Press the headset’s mute control.
02Software feedback
Check whether the app reports the same microphone state.
03Research question
Can someone explain what the other caller can hear?
04Next evaluation
Test timing, feedback, and recovery on working hardware.
05 / INCLUSIVE INTERACTION
Behavior matters as much as appearance.
Native selection controls support evidence assignment without dragging. Draft recovery and confirmation before resets protect work in progress. Assistive-technology testing and sessions with researchers are still needed.
06 / OUTCOME & REFLECTION
What exists. What remains to learn.
The working product connects planning, synthesis, resources, and practice exercises. Whether it helps people make better research decisions still needs evaluation.
What works
Readers can open the observations behind a recommendation and check evidence that challenges it.
What remains limited
Practice scenarios cannot reproduce the changing constraints and unexpected responses of a live study.
Next questions
Research tools need to preserve uncertainty. A structured workflow helps expose reasoning, but it should not make a recommendation appear more certain simply because every field is filled.
CONTRIBUTION & EVIDENCE
My contribution and the next questions.
My contribution
Product direction, the learning experience, and research workflows connecting planning, observations, synthesis, and recommendations.
Next user study
Participant testing is planned. The central question is: Do learners distinguish observations, interpretations, and proposed recommendations?
Constraints & priorities
Linking findings to observations takes more work, and each reference needs to be checked.
What the design supports
Readers can open the observations behind a recommendation and check evidence that challenges it. The next evaluation will look for: Observe whether participants can trace a finding to its observations, recognize evidence that challenges it, and explain why a method fits the question. Record hesitation, requests for help, and confusion between practice examples and completed research.
07 / PROPOSED RESEARCH · NOT CONDUCTED
The next questions to test.
Proposed tasks
Frame a question, justify a method, inspect a counterexample, and recover a saved draft.
Research question
Do learners distinguish observations, interpretations, and proposed recommendations?
Method
Moderated task sessions with a fictional study brief and practice observations. Ask participants to choose a method, group observations, and explain a recommendation. Observe their first attempt before asking follow-up questions.
Participants
Recruit people who are learning to plan or synthesize research. Include practitioners who review research plans to check whether the reasoning is understandable to another reader. These sessions have not been conducted.
What to observe
Observe whether participants can trace a finding to its observations, recognize evidence that challenges it, and explain why a method fits the question. Record hesitation, requests for help, and confusion between practice examples and completed research.
Observe first. Ask without leading.
The proposed sessions would test whether learners can explain their decisions using the workspace. Completing every field would not, on its own, show that the reasoning is sound.
Prepare the session
Explain the purpose, obtain consent, and make clear that the product is being evaluated. Ask about access needs and use fictional materials so participants do not need to share confidential research.
Facilitate without teaching
Give participants the same brief and allow time to work before offering help. Use neutral prompts such as “What led you to that choice?” Record where help was needed and distinguish independent actions from prompted ones.
Turn observations into changes
Separate difficulty using the interface from difficulty understanding a research concept. Compare observations across sessions, retain conflicting examples, and prioritize problems that prevent someone from checking or explaining a finding. Test revised guidance and interactions in a follow-up round.
