Data Gathering and Requirements Analysis
Data Gathering and Requirements Analysis in HCI
Objectives
Plan and run a successful data gathering program.
Plan and conduct interviews.
Design simple questionnaires.
Plan and execute observations.
Identify requirements analysis procedures.
Five Key Issues of Data Gathering
Setting Goals: Decide how data will be analyzed after collection.
Identifying Participants:
Population and Sampling (Probability and Non-probability).
Probability sampling: Random (using random number generator or every nth person) and Stratified (dividing population into groups).
Non-probability sampling: Convenience and Volunteer panels.
Relationship with Participants: Maintain clear and professional interactions; obtain informed consent.
Triangulation: Investigate a phenomenon from at least two different perspectives.
Types: Data, Investigator, Theories, Methodological.
Pilot Studies: Conduct small trials before the main study.
Data Recording
Methods: Notes, audio, video, photographs.
Notes plus photographs: Least technical, flexible, but can be difficult to manage.
Audio plus photographs: Useful alternative to note-taking, less intrusive than video, but transcription is time-consuming.
Video: Captures visual and audio data; consider camera position, focus, and impact on participants.
Interviews
Definition: Conversation with a purpose.
Types:
Open-ended/Unstructured: Rich but not easily replicable; requires a plan of main topics.
Structured: Tightly scripted, replicable, but may lack richness.
Semi-structured: Guided by a script, allows for exploration of interesting issues.
Group Interviews (Focus Groups): Used in marketing, political campaigning, social sciences.
Involve 3-10 people, led by a trained facilitator.
Benefit: Raise diverse/sensitive issues.
Planning and Conducting Interviews
Develop questions/topics.
Gather documentation.
Check recording equipment.
Structure the interview and organize time/place.
Interview Questions
Types: Closed (predetermined answers) and Open (no predetermined format).
Avoid:
Long questions, compound sentences, jargon, leading questions, unconscious biases.
Running the Interview
Introduction: Explain goals, ethical issues, ask to record, present consent form.
Warm-up: Easy, non-threatening questions.
Main body: Logical question order.
Cool-off: Easy questions to defuse tension.
Closure: Thank interviewee, signal the end.
Other Forms of Interview
Skype, Email, Phone-based, Screen-sharing.
Enrichment: Use of props like prototypes or scenarios.
Questionnaires
Questions can be closed or open.
Administered to large populations (paper, email, web).
Sampling can be an issue.
Questionnaire Design
Question order matters.
Consider different versions for different populations.
Provide clear instructions.
Balance white space with compactness.
Decide on positive, negative, or mixed phrasing.
Question and Response Format
Yes/No checkboxes, multiple-choice checkboxes, rating scales (Likert, semantic - 3, 5, 7+ points), open-ended responses.
Encouraging Good Response
Study purpose clear, promise anonymity, well-designed questionnaire.
Offer short version, include stamped envelope (if mailed), follow-up, provide incentive.
Response rates: 40% is high, 20% acceptable.
Advantages of Online Questionnaires
Quick responses, no copying/postage costs, data collected in a database, reduced analysis time, easy error correction.
Problems with Online Questionnaires
Problematic sampling, preventing multiple responses, question alterations.
Observation
Direct observation in the field: Fill in details about user behavior.
Can be complicated, produce much data.
Direct observation in controlled environments.
Indirect observation: Tracking users’ activities, diaries, interaction logging.
Structuring Frameworks for Observation
The Person (Who), The Place (Where), The Thing (What).
Robson (2011) framework: Space, Actors, Activities, Objectives, Acts, Events, Time, Goals, Feelings.
Ethnography
Philosophy with techniques like participant observation and interviews.
Researchers immerse themselves in the culture.
Requires cooperation, uses informants, continuous data analysis.
Interpretivisttechnique.
Refine questions and reports contain examples.
Direct Observation in a Controlled Environment
Often in usability labs; more formal.
Users may feel apprehensive.
Think-aloud technique: Users verbalize thoughts while using interface.
Indirect Observation
Diaries: Useful for scattered participants.
Interaction logs: Record user activity on a device.
Choosing and Combining Techniques
Depends on study focus, participants, technique nature, resources.
Technique Overview
Technique | Good for | Kind of data | Advantages | Disadvantages |
|---|---|---|---|---|
Interviews | Exploring issues | Some quantitative, mostly qualitative | Interviewer guidance, encourages contact | Time-consuming, artificial environment may intimidate |
Focus groups | Collecting multiple viewpoints | Some quantitative, mostly qualitative | Highlights consensus/conflict, encourages contact | Possibility of dominant characters |
Questionnaires | Answering specific questions | Quantitative and qualitative | Reaches many people, low resource | Design is crucial, low response rates, unsuitable data |
Direct observation in the field | Understanding context | Mostly qualitative | Insights other techniques don't provide | Very time-consuming, huge data amounts |
Direct observation in controlled environment | Capturing detail | Quantitative and qualitative | Focus on task details without interruption | Limited use due to artificial conditions |
Indirect observation | Observing without disturbing | Quantitative (logging), qualitative (diary) | User not distracted, automatic recording over long periods | Large quantitative data needs analysis tools (logging); participants' memories may exaggerate (diary) |
Summary
Three main data gathering methods: interviews, questionnaires, observation.
Four key issues: goals, triangulation, participant relationship, pilot studies.
Interviews: structured, semi-structured, unstructured.
Questionnaires: paper, online, telephone.
Observation: direct/indirect, field/controlled.
Techniques combined based on study focus, participants, technique nature, resources.