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Pre-Book Club Meeting Slides for Ch 1 and Ch 2 (#2)
* Pre-Book Club Meeting Slides for Ch 1 and Ch 2 * Remove typo package --------- Co-authored-by: Jon Harmon <[email protected]>
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Diff for: 01_designing-research.Rmd

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**Learning objectives:**
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- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
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- Describe what a good research question entails
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- Discuss research question types
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- Explain why research needs a design
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- Explain importance of a good research question
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## SLIDE 1 {-}
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- ADD SLIDES AS SECTIONS (`##`).
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- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
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## Research Questions {-}
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- Section 1.1, p.3-5
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- A question that you plan to answer
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- Contributes to improved understanding "how the world works"
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1. Well-Defined
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2. Answerable
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3. Understandable
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## Empirical Research {-}
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- Section 1.2 p.4-5
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- Any research that uses structured observations from the real world to attempt to answer questions.
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- Quantitative empirical research uses quantitative measurements (numbers, usually).
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- Observations rather than reason
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- More data sets, fewer interviews.
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- Measurements hard to to collect precisely or interpret accurately
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- Numbers we have don’t actually answer the research question we have, what can we do?
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- Goal is to collect the right data to answer the question and design reasearch to do this
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## Why Research needs a design {-}
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- Section 1.3 p.5-7 ,
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- Capable of answering the question it's trying to answer
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- Needed to evaluate first pass analysis and what to do instead
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- Nutrition Research as example of lack of design
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1. Not having research capable to answer question
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2. Not actually answering the question
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- Leads to inconsistent results which people cannot rely on nor use
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- Could lead to too difficult a question to answer, but its still a takeway
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## Book Goals {-}
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To Improve Confidence in crafting a research project, what kind of data needed, and calculations to perform on data
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-First Half:
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1. Ways to build an answerable research question
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2. Think of quantitative empirical research to perform to answer question
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-Second Half:
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1. "Toolbox" using observational data
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2. Tools are widely applicable to answer many questions
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## Discussion/Practicals {-}
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Questions, Discussions, or Examples to fill in during Book Club Meeting
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## Meeting Videos {-}
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Diff for: 02_research-questions.Rmd

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**Learning objectives:**
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- THESE ARE NICE TO HAVE BUT NOT ABSOLUTELY NECESSARY
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- Define what a Research Question is
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- Compare Data Mining and Research Questions
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- Determine if a question is good
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## SLIDE 1 {-}
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## What is a Research Question? {-}
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- ADD SLIDES AS SECTIONS (`##`).
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- TRY TO KEEP THEM RELATIVELY SLIDE-LIKE; THESE ARE NOTES, NOT THE BOOK ITSELF.
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- Section 2.1 p. 9-12, Section 2.3 p. 15-16
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- When answered, will improve understanding of how the world works.
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- There exists data when found results in believable answer
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- Can be Answerable with evidence: Avoid ambiguous questions such as "best"
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- It should inform theory: answer something broader than itself
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- Theory
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- Tells us why
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- May be True or False - but explains why we might see outcomes
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- Good Question takes us from Theory to Hypothesis
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- When answered improves ability to explain why
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- If this is how the world works, what should I expect to observe?
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- Gives us something new about why
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- Theory -> Research Question or Research Question -> Theory
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- Right data for right questions
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- Two Checks for Condition for Research Question:
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1. Could we answer the question?
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2. Does the question tell us about how the world works?
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- Checks if Research Question Informs Theory:
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1. Would unexpected result change your understanding of the world?
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2. If unexpected result doesn't change understanding, then bad question
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3. If answered, hard to explain away if inconvenient
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## Data Mining vs. Research Q's {-}
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- Section 2.2 p.13 - 16
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- Data Mining is good at finding patterns and making predictions under stability
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- Not good at improving understanding nor improve theory main reason are:
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1. Answers what's in the data , not explaining why. Correlation != Causation
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2. Does not deal with abstraction, can see observations but not at developing theory
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3. Results in false positives - observations found in sample but not outside of it. Random relationships eventually occur when testing everything
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- Can lead to Research Questions
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- Come to data without a theory, noticed interesting data patterns
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- Confirm it holds up in other data aka replication of data patterns
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## Considerations for a good Research Q {-}
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- Section 2.3 p. 15-16, Section 2.4 p. 16-18
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- Sources of Questions:
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- Curiosity
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- Theory
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- If this is what I expect the world to work, what would I expect to see in the world?
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- Opportunity
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- What questions would this data allow me to answer?
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- Research Questions tells us why hypothesis to test
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1. Potential Results
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- If you cant say something interesting from results, Question and Theory not closely linked
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2. Feasibility
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- Possible vs. Realistically Obtainable Data
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3. Scale
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- Consider time, resource constraints
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4. Design
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- Finding a reasonable research design that can answer it
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5. Simplicity
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- Don't combine multiple determinants into the question to answer
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## Discussion/Practicals {-}
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Questions, Discussions, or Examples to fill in during Book Club Meeting
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## Meeting Videos {-}
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Diff for: DESCRIPTION

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R (>= 3.1.0)
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Imports:
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bookdown,
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causaldata,
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rmarkdown
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Encoding: UTF-8

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