1: Empirical Methods Introduction Flashcards
why is empirical research conducted VS why should it be conducted?
often for publicity or politics;
it should be for making better decisions!
why is empirical research useful? 2 reasons
- it challenges implicit bias
- big data is full of noise
empirical research in 6(7) steps
- Define the Problem
- Determine Research Design
- Design Data Collection Method and Form
- Design Sample and Collect Data
- Analyze and Interpret Data
- Prepare the Research Report & Presentation
how to define the problem: 4 guidelines + 1 goal
cwdl
- be precise & clear
- ask why
- distinguish problem from symptoms
- consult scientific literature
=> formulate 1 hypothesis!
the hypothesis: def
states the relationship b/w an independent and a dependent variable
null VS alternative hyp.
null => conservative hypothesis (no difference)
VS
alternative => new insights
hyp. taxonomy on 2 dims
D1:
-
differential = there is a diff
VS - coherence = the higher X, the higher Y
D2:
- one-tailed = assuming the direction
VS - two-tailed = not assuming the direction
of the relationship bw X & Y
3 types of research designs
- exploratory -
- > learn about problem & identify research opportunities (used when there is no lit.) - descriptive
- -> describe, like in politics - experimental
- -> uncover causes through manipulation
3 sampling options in research design
- longitudinal
- cross-sectional
- single
or - multiple
- single
deductive VS inductive method
+ typically
from lit. to hyp. (confirmatory)
VS
from data to hyp. (exploratory) –> typically, you mix
5 req. of ethical social research (2+2+1)
v.i.a.con.fabri.
- voluntary participation
- informed consent
- anonymity
or at least - confidentiality
- no data fabrication