Chapter 7: Data Collection for Quantitative Research
Advantages/disadvantages of virtual data collection
- Advantages: Lots of participants can be recruited quickly, higher response rates - Disadvantages: Not everyone has access to the internet, people who feel more strongly are more likely to participate, cannot guarantee identities of respondents
Why isn't a classic experimental design always feasible
- Cannot always randomly assign participants to control and experimental groups - Only non-equivalent groups available - Lack of time - Lack of financial resources
Survey vs Questionnaire
- Survey: Method of data collection - Questionnaire: Actual set of questions
Steps to follow when creating questionnaires
1. Develop list of items/constructs to be measured in the survey 2. Split list into measurement items (easy to measure) and constructs (abstract/difficult to measure) 3. Create variables from measurement items 4. Turn constructs into variables (consult literature/create open-ended questions) 5. Craft good questions: clarity, simplicity, unbiased (don't lead participants to answer a certain way), intelligible (not too technical), avoid social desirability, avoid double-barreled questions (asking about more than one concept), avoid double negatives, contingency questions (have clear progression of questions when one question depends on the answer to an earlier question), avoid dangling alternatives (putting the options before the actual questions), avoid hypothetical questions (ambiguous) 6. Organize well (demographic questions at the end, group questions logically) 7. Create answer scale (eg: likert, agreement, etc) -> needs to measure same concept, consider odd/even no. of options, inclusive of all options 8. Conduct pilot study
Advantages/disadvantages of in-person data collection
Advantages: Body language/other info can be observed/recorded, more likely that participant will fully complete the questionnaire, easier to complete long questionnaire Disadvantages: Time-consuming, cost/time limitations (may have to hire assistants)
Quasi-experimental studies
Allow researchers to conduct some kind of intervention/experiment without satisfying all conditions of classic experimental studies
How is data collected in experimental design
Both a pre-test and a post-test (identical in nature)
Computer-Assisted Telephone Interviewing (CATI)
Computers select participants -> phone calls conducted by interviewers OR interviews conducted by computer - Interviewer must be familiar with study and trained to be neutral while interviewing to avoid leading participants - Interview protocol before (date/time/place/length of interview/confidentiality notification)
Experimental Research
Conducting an experiment on a randomly assigned group while controlling findings for a second group
Experimental designs are qualitative designs. (T/F)
False
Google Forms is not sophisticated enough for standard data collection. (T/F)
False
Surveys and questionnaires are interchangeable entities
False
Standardized survey questionnaire
Has been tested (reliable/valid form of data collection)
Nonstandardized survey questionnaire
Hasn't been tested (we don't know if it is reliable/valid for data colletion)
When do experimenters reject the null hypothesis?
If there is a statistically significant difference between the experimental and control groups
Why are participants more likely to complete the entire questionnaire when in person data collection is used?
In person data collection makes participants feel more accountable to the researcher in the room
Experimental Design
Investigate how variables affected each other in a controlled setting
Petra is collecting data from 50 high school teachers in her area. She would like to compare the job satisfaction rates of the teachers from one high school to the teachers from another high school. Petra will pay $50 to each participating teacher. Which part of Petra's study makes it quasi-experimental?
It is not possible in Petra's case to randomly assign participants to experimental and control groups
In which case would a quasi-experimental study be conducted?
It is not possible to randomly assign participants to experimental and control groups
Why is it important to do a pilot study before launching a questionnaire within a large-scale study?
It provides more data for researchers to analyze and interpret
Why is there little contact between researchers and participants within quantitative studies?
Most of the data within quantitative studies is collected via a computer or assistants
How can quasi-experiments be advantageous for researchers?
Quasi-experiments may be less time- and resource-intensive for a researcher
What can researchers do if they are worried that participants may misreport their true feelings, attitudes, and beliefs within a study?
Statistically control for social desirability bias in the data
Biased questions can sneak into questionnaires without researchers even noticing.
True
Experimenters are responsible for protecting their findings from alternative explanations.
True
Interviewing participants requires extensive preparation. (T/F)
True
Mailing questionnaires to possible participants is not common practice anymore (T/F)
True
Mailing questionnaires to possible participants results in a fairly low response rate.
True
Quasi-experiments may be more cost- and time-effective for a researcher. (T/F)
True
Quasi-experiments may not include pretests. (T/F)
True
The best survey questions are the simplest ones.
True
How should researchers go about making a list of study constructs?
Write down the constructs within the study hypotheses
Variables that have predefined responses from which participants can select are known as ______.
closed
A survey is ______.
data collection method
Variables are different from constructs in that they are ______.
easier to measure
Overall, there are ______ batches of data collected in a classic experimental design.
four
Participants are more likely to complete the entire questionnaire when ______ is used.
in person data collection
Quasi-experiments ______ pretests.
may not include
The control group is the same as the experimental group except ______.
members of the control group do not experience the manipulation
Open variables are best to measure ______.
opinions
In Computer-Assisted Telephone Interviewing (CATI), the first step is for a computer to call ______.
random phone numbers
Experiments include pretests and posttests so researchers can ______.
see how results change after an intervention
When participants try to respond to questionnaires in ways that make them look good, this is known as ______.
social desirability
Questionnaires become standardized after they have been ______.
tested and deemed to be reliable
In experimental designs, researchers hope that the difference between the experimental and control groups at the end of the study is due to ______.
the intervention or manipulation
One benefit of virtual data collection is ______.
the response rate is typically high
In Computer Assisted Telephone Interviewing (CATI), the second step is beginning the interview with ______.
those who have agreed to the interview during step one