Experimental Designs Flashcards
(39 cards)
What is the independent variable ?
I predict that increasing recommended offers in Amazon will result in increasing products sales.
Recommended offers.
What are the types of research ?
Descriptive (y) , Relational (x <—> y), Experimental(x -> y)
What type of research :
Describes a situation or a set of events.
X happens.
Descriptive
What type of research :
Identifies relation between multiple variables.
X is related to Y.
Relational
What type of research :
Identifies causes of a situation or a set of events.
X is responsible for Y.
Experimentalcontextual setting (enternal validity, you can apply it or based in the real world / less control)
Descriptive Research uses what types of methods ?
Qualitative Methods (e.g., interviews)
Quantitative Methods (e.g., usage analytics)
______________ assignment means assigning individuals at random to groups in an experiment, so that each individual of the population has the same chance of becoming a participant in the study
Randomizing
The non-random arrangement of experimental units into groups (blocks/lots).____________ reduces known but irrelevant sources of variation between units and thus allows greater precision in the estimation of the source of variation under study.
Blocking
_____________It is an inductive estimate of the degree to which conclusions about causal relationships can be made, based on the measures used, the research setting, and the whole research design
Internal Validity in a controlled setting (higher internal validity , you can be sure x is causing y , you have full control)
______________It concerns the extent to which the (internally valid) results of a study can be held to be true for other cases, for example to different people, places or times. In other words, it is about whether findings can be validly generalized
External Validity in a contextual setting (higher external validity, you can apply it or based in the real world and you have less control)
Usability is described as the extent to which a product can be used by specified users to achieve specified goals with __________________________ in a specified context of use
effectiveness, efficiency, and satisfaction
Effectiveness is
accuracy and completeness with which users achieve specified goals
Efficiency is
resources used in relation to the results achieved Typical resources include time, human effort, costs, and materials.
Satisfaction
the extent to which the user’s physical, cognitive and emotional responses that result from the use of a system, product, or service meet the user’s needs and expectations
____________ are when the chef tastes the cake
finding and fixing usability problems. You can quantify the problems in terms of frequency and severity, track which users encountered which problems, measure how long it took them to complete tasks, etc.
Formative Tests
___________ are when the guests taste the cake
describing the usability of an application using metrics. This can be, for instance, a
comparison of different versions of a product or comparison of competing products.
Summative Tests
What are the types of evaluation:
1.Controlled settings involving users
Users’ activities are controlled in order to test hypotheses and measure or observe certain
behaviors. The main methods are usability testing and experiments.
2. Natural settings involving users
There is little or no control of users’ activities in order to determine how the product would be
used in the real world. The main method used is field studies.
3. Any settings not involving users
Consultants and researchers critique, predict, and model aspects of the interface in order to
identify the most obvious usability problems.
Qualitative research helps us understand:
- Behaviors, attitudes, and aptitudes of potential and existing product users
- Technical, business, and environmental contexts - the domain - of the product to be designed
- Vocabulary and other social aspects of the domain in question * How existing products are used
Give controlled or contextual user environment examples :
Controlled environment - Lab usability tests, Focus groups , Participatory design Interviews
Medium contextual - Remote usability test,Intercept study , Interviews
Highly contextual - Field Studies, Diary Studies, Interviews
__________ can be extremely flexible and vary between Unstructured, Semi-Structured, and Structured
Structured, closed questions limit users to a small number of predefined choices. Examples include yes-no questions, multiple choice, true-false, and Likert-scale questions, asking for ratings on a scale of 3, 5, 7, or more possibilities
Interviews
___________ reliability refers to the extent to which two or more individuals agree.
Interrater
A mix of direct observation and user interviews to better understand context-of-use
__________________ is based on a master-apprentice model of learning: observing and asking questions of the user as if she is the master craftsman, and the interviewer the new apprentice
Contextual inquiry
___________ is a visualization that tells a narrative of the end user trying to accomplish a specific task or goal
Persona development is focusing on end-users of the software being developed, and Narrative Journey Maps capture their interactions and help define goals/motivations and pain points.
Journey Map
____________ is a technique to understand how users organize information and concepts into categories. It can be a valuable tool to uncover one aspect of a user’s mental model, the technique assumes that the subject has refined organizational skills and that how they sort a group of abstract topics will correlate to how they will end up wanting to use your product.
It can also be moderated or unmoderated.
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