- If participants are expected to teach on learning, but in reality, they did not teach, they would still retain more free recall and organized information than the participants who were not told to teach.

"Expecting to teach enhances learning..." (Nestojo et al. , 2014)

- The traditional measure of clustering free recall has issues on consistency of recalled categories, numbers of items recalled, and the distribution of categories → cannot compare within and between subjects

- Thus, ARC is used to measure clustering recall

Errors of Traditional Measures Before Adjusted Ratio of Clustering (ARC)

- LSA is a theory and method of using a contextual meaning of words from a large body of texts into mathematical, statistical computation (Colorado University Boulder, 2015; Landauer, 1998)

Latent Semantic Analysis (LSA)

Claremont Graduate University

Research methods used by researchers to collect qualitative or quantitative data in studies.

Data collection methods in UX research

Visually representing knowledge to facilitate its communication.
It can be done using a computer or not.

Knowledge Visualization

User surveys

- Contextual Inquiry

The study will be conducted in the natural environment of the participants. For example, if the participants are students, the environment would be their classroom instead of an office.

Ethnographic field studies in UX research 

Contextual inquiry is a type of ethnographic field study that involves in-depth observation and interviews of small samples of users to gain a deep understanding of work practices and behaviors. Typically, it is conducted during the early discovery stages for a new feature or product. 
Key definitions:
- Context: The research takes place in the users’ natural environment as they conduct their activities the way they normally would. The context could be in their home, office, or somewhere else entirely
- Inquiry: The researcher watches the user as she performs her task and asks for information to understand how and why users do what they do

Contextual inquiry is useful for many domains, but especially well suited for considering users’ interactions with complex systems and in-depth processes as well as the point of view of expert users.

Contextual inquiry

Users are accompanied one-on-one with a researcher in a lab setting, and are told to complete tasks on a product or service.

Usability-Lab Studies

Participants contribute to the study by presenting their ideal experiences with reasons. The necessary design elements and creative materials will be provided by the researchers.

Participatory Design

"Tightly scripted usability studies are performed with several participants, using precise and predetermined measures of performance."

Usability Benchmarking

Researchers conducting usability testings remotely, with tools "such as screen-sharing software and remote control capabilities."

Moderated Remote Usability Studies

Having users install research moderator tool software on their devices and observe their process/thoughts while they complete a task.

Unmoderated Remote Panel Studies

Open and/or close ended information issued by a chosen set of users via a feedback link, button, form, or email.

Customer Feedback

Researchers invite random site visitors to answer questions about their goals of using the website and their feedback. Researchers then observe their subsequent behavior.

True-Intent Studies

Researchers observe user behavior through the recording of screens or pages that users click or see. "It requires the site to be instrumented properly or the application to have telemetry data collection enabled."

Clickstream Analysis

It could be either a quantitative method or a qualitative method. "Participants are offered different visual-design alternatives and are expected to associate each alternative with a set of attributes selected from a closed list."



Desirability Studies

User's Experience Measurements

Qualitative Data

A research method where a researcher in a structured setting asks an individual questions about any given topic for the purpose of collecting data about that topic.  From a UX perspective, interviews are valued insofar as they solicit the real opinions and experiences that users have when interacting with any given site or system, and the information collected can help improve that system. 

User Interviews

Tree testing focuses on evaluating category labels. This type of study is called "tree" testing because it is assessing hierarchical menus. It is often implemented remotely and unmoderated, and primarily used to follow up card sorting. It also identifies if Information Architecture (IA) structure, labels, and placements align with users’ expectations.

Tree Testing 

A Card Sort is used to understand how people think information within a website should be organized and named. It is often used to create or design an information architecture. 

- In a typical card sorting session, participants group the given topics into categories that make sense to them. 
- Users may also make changes to the cards you provided them by: removing a card they find unnecessary, creating a new card, renaming a card, changing the definition of a given card, and/or placing cards they feel belong that to multiple categories. 
- This can be carried out using sticky notes, paper cards, or a card sorting software.


Card Sorting in UX Research

A qualitative research method where participants log interactions and information related to a specific context over a period of time. Researchers give participants a device to record their lives related to the studied products. 




Diary/Camera Studies in UX Research

Conducted after figuring out your target users. It uses a prototype to explore how a user will use a product. You can use a real user or someone on the design team can act as the user. There will be another colleague that will record any difficulties or concerns raised by the team. A guideline for the walk-through can also be created. This is different from usability testing as it is not used to test hypotheses or part of the rigorous iterative design process.

Walk-throughs in UX Research

A questionnaire is a form designed to collect information from respondents through a series of questions. A variety of question types can be included such as open-ended, multiple choice, or a scale (e.g. On a scale of 1-5, rate your satisfaction with this product).

Questionnaires in UX Research

A focus group is a qualitative data collection method that involves small groups of people participating together in an interview focused on a specific issue or topic. The dynamic interaction among group members can often elicit richer, more detailed information than what might be uncovered in a traditional one-on-one interview. For example, this approach has become a standard technique in business and industry for understanding consumer tastes and preferences. Because these group discussions yield extensive qualitative data, the sessions are typically recorded and transcribed to facilitate thorough later analysis.

Focus Group

Knowledge Visualization Reference

Learning Measurements

- Knowledge Visualization Sketches
- Knowledge Visualization Diagrams
- Knowledge Visualization Images
- Knowledge Visualization Maps
- Knowledge Visualization Objects
- Knowledge Interactive Visualizations
- Knowledge Visualization Visions/Stories

Types of Knowledge Visualization

Help learners demonstrate logical and structural understanding of distinct concepts for critical thinking, knowledge representation, and meaning-making processes

Cognitive tools

- Positive interdependence
- Individual and group accountability
- Promotive interaction
- Appropriate use of required interpersonal and small group skills
- Group processing

Core components of Collaborative Learning 

Mind map is a network of connected and related concepts. The connections in mind map is free-form and any idea could be connected to any other as long as there is certain association between ideas.

Mind Mapping

- Lists
- Hypertext
- Hybrid Maps
- Concept Maps
- Mind Maps
- Knowledge Maps
- Argument Maps
- Decision Trees
- Cognitive Maps
- Conceptual Diagrams
- Visual Metaphors
- Venn Diagrams
- Fishbone Diagrams
- Tree Diagrams
- Causal Diagrams
- Directed Acyclic Graphs (DAGs)
- Affinity Diagrams

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