Bright "Analysis or What The Data Demands"

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Analysis…or What the Data
Demands
Organizational Planning for DEIA:
A 100 Level Course
October 22, 2021
Dr. Kawanna Bright...

Land & People
Acknowledgement
I want to acknowledge the Tuscarora people,
who are the traditional custodians of the land
o...

Session Agenda & Goals
Overview of Data Types
Focus on DEIA Data
Data Analysis Pitfalls
Bias-Free* Data Analysis
 Disting...

Engagement
Norms
• Listen actively
• Be mindful of intent and impact
• Replace judgment with curiosity
• Share our experie...

Data Types
Overview

Types of Data:
Quantitative
Data that can be expressed as a number (or
quantified); Numerical data
Examples:
• Age
• Score...

Types of Data:
Qualitative
Data that cannot be measured, most
often expressed as words, images, or
symbols; Categorical da...

Check for Understanding
What data collection techniques do you recall from the “Data
Gathering” session?
Join at slido.com...

What data collection techniques do you recall
from the "Data Gathering" session?
ⓘ Start presenting to display the poll re...

Flashback!
Data Collection Methods Types of Data
• Anecdotal speculation  Quantitative/Qualitative
• Usage data  Quantit...

Analyzing Quantitative Data
• Counts and Frequencies (Benchmarking/Baselining)
• Identify trends
• Search for relationship...

What DEIA data (variables)
would/could be quantitative?
ⓘ Start presenting to display the poll results on this slide.

DEIA &
Quantitative
Data Analysis
• You can “count” DEIA variables
• You can “measure” DEIA concepts
• It’s the groupings ...

An Example
• You have both book circulation numbers and database article
downloads by student ID for 2020 and want to know...

Analyzing Qualitative
Data: Steps
• Preparing and organizing
• Describing and presenting
• Analyzing
• Interpreting
• Draw...

Analyzing Qualitative
Data: Formats
• Observation protocols & fieldnotes
• Interview protocols, notes, & transcripts
• Foc...

Analyzing
Qualitative
Data:
Approaches
“Qualitative data analysis focuses on in-depth,
context-specific, rich, subjective ...

DEIA in Qualitative Research
Sampling
• Purposive
• Snowball
Survey questions
• Open-ended
• Questions aimed at DEIA topic...

Focus on Coding
• Code: name or label given to a
piece of text that contains
information
• Breaks down segments of data
in...

Common Types of Coding
• Open
• Early, initial coding
• Assigns labels to text to describe
and categorize
• Analytic
• Int...

Interactive Coding Activity
Researcher How does your identity as a Latina affect your experience in providing
reference or...

What code words would you apply to the
highlighted passage?
ⓘ Start presenting to display the poll results on this slide.
...

Working
Towards Bias-
Free* Data
Analysis

DEIA Data Analysis Pitfalls:
Quantitative Data
• Over-extending interpretations
• Quantitative analysis will show you what...

Avoiding Quantitative
Analysis Pitfalls
• Focus on the what
• Determining the why requires
additional research
• Strive to...

DEIA Data Analysis Pitfalls:
Qualitative Data
• Ethnocentrism
• Ignoring relevant data that may not align with perceptions...

Avoiding Qualitative Analysis Pitfalls
• Reflexivity
• Awareness of positionality; bracketing
• Include additional voices/...

Questions

References &
Resources
Bevans, R. (2021, September 16). Statistical
tests: Which one should you use? Scribbr.
https://www....

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