3 Sep - Research data collection (Veronika) Flashcards
Where does data come from? Name some
Something happened and it was recorded
- weather
- visiting website
- social media being used
What data is in economics
Survey data
Census data
Automatically generated data
Simulated data
What is research often about?
Answering questions with data
What are different approaches for getting data?
- Study types:
Deductive vs inductive research
Quantitative vs qualitative
Primary vs secondary
What does it mean a study is descriptive?
Case study about something specific, describe or explore events in the everyday context
What does it mean a study is observation?
Case-control, epidemiological
What does it mean a study is Literature review?
People often say they are doing a systematic review, but more often it is a narrative review - there also exists a scoping review.
What does it mean a study is a meta analysis?
Analyse different studies form different countries, and we analyse the different set ups. The goal is to pull al the evidence together, to get a bigger sample size, to say something about the overall problem
How to do a systematic review?
we will have a flow chart often, we follow a specific protocol for search selection screening of papers.
- you can have a living review, we update it as new evidence emerges
Explain what is inductive and deductive
Deductive:
general to specific, start with a theory/hypotheses, collect data, test
Inductive:
specific to genereal
start with specific cases, find patterns, create hypothesis
Explain quantitative and qualitative
Quantitative: numbers, measurable
Qualitative: experience, interpretations, document analysis
We learn difference things for difference things
Similarites
- measurement
- causality
- generalisation
Diffrences:
controlled vs natural environment
Sampling random vs deliberately subjective:
We can do both, this is called triangulations, we will see if rhe findings are matching eachother
Explain difference between primary or secondary data
Primary:
- interviews
- observations
- experiments
Secondary:
- Previously collected data
- Literature
- Online sources
WHat did they find in the values i machine learning paper? By Birhane et al
Performance, computational efficicent and such where higher valued
Qualitative tools:
Cluster findings into themes
Code on a low level, merge them later
Nvivo
Taguette
Name the 10 simple rules for responsible big research
- debate the tough ethical choixes
- develop code of conduct for your community