SlideShare a Scribd company logo
In the event of
technical issues
It all starts Day 1
Tech and Soft Skills Development
Class Research Project
Cohort 10 - ThinkData Analytics Bootcamp
Hours of work
cleaning & analyzing
to produce findings
Microsoft PowerBI Desktop
Tableau Public
NOUN difference in size, degree,
circumstances, etc.; lack of equality. RACE|GENDER|AGE
In my experience the differences in
wages are directly relatedto
knowledge in the field and
commitment to progress.
I find it very hard to believe
that there's a significant
difference in males vs females
compensation.
I don't think gender is the
actual issue in 2020
Opportunityis where you look.
People need to look harder for it.
Pay is not based on any of these
Knowing salaries of people who
have worked for me, I can say
that neither race nor gender
play a role at all.
Actual responsesfrom respondentswho disagree with inequality and shared their feedback.
I see more inequalityin opportunitiesbased
on gender more than any other bias.
In my previousemployer, all of these were an issue.
This is one of the great
issues within the US
Males make more than females
in my profession at my work.
I no al a abo pa Discrimination
also happened with mobility.
Actual responsesfrom respondentswho agree with inequality and shared their feedback.
Let's meet Data
Cohort 10
Demographics
Overview of who are the respondentsto the survey
Education
Education levels and various information on the respondents
Inequality Research
Wage and Promotion Inequality
Inequality Research
Seniority Levels, Promotions, and Inequality Questions
Inequality Research
Inequality Questions:Demographics and Education
Review & Support All Teams
Steve Rucinski, Sheldon Winks & Erik Giddens
Wage Comparison Study
Cohort 10 - ThinkData Analytics Bootcamp
Demographics
Locations, Age, Gender, Industry, Education, Salary and Benefits
Claudia Powell
Data Cleaner for Demographics
Mapping Visualizationsin Power BI and Tableau
315 Total Valid Responses from 20 States and DC
Valid responses include:
VALID WORKPLACELOCATION
POSTAL CODES
3 ANSWERED INEQUALITY
QUESTIONS
227
Alabama
Responses
Brian Boyd
Data Visualizations in Power BI
Aaron Barnes
Data Visualizations in Power BI
What is your current industry and what type of business do you work for?
How do you classify your current employment?
Parker Morrow
Analyzed respondents' compensationdata
utilizing Power BI
Source for Alabama Median Income:https://www.census.gov/quickfacts/fact/table/AL/PST045219#
Source for UnitedStates Median Income:https://www.census.gov/library/stories/2019/09/us-median-household-income-not-significantly-different-from-2017.html
145
39
106
Education
Age, Race or Ethnicity, Gender, Salary, Promotions, and
Years in Current Role as it relates to Education
Fatimah McCarther
Data Visualizations in Power BI
Degree Persona
Degree and Non Degree
Ian Griffin
Analyzed respondents education level with
data visualizations from Power BI
Education by Age
Age and Degrees
Jerrett Gunn
Comparing salaries by Education using the data
we received from our survey utilizing Power BI
visualizations.
Joe Hill
Data Visualizations in Power Bi
Salary Pattern of Three Highest Respondent Subgroups
Greatest number of response
are in this salary range
40k – 59,999 annually
Patternsof Salary by Race
WHITE SUBGROUP
BLACK SUBGROUP
HISPANIC SUBGROUP
SubgroupSalary Calculationfor Bachelor'sandMaster's DegreeHolders.
WHITE
BLACK
HISPANIC
Jeff Rose
Data Cleaner
Data Visualizations in Power Bi
Never been promoted
• Filtered by never been promoted by racial subgroup
• Then crossed with time in current role
Inequality Research
Wage and Promotion Inequality
Joseph Chatman
Inequality Study
Promotions by Demographics
Bianka Jimenez
Data Cleaner for all Inequality teams
Data visualizations in Power Bi
64% of female respondents earn in mid-range salaries.
MALE
FEMALE
Salary Range Percentage
Industry vs Wage Fairness
Violeta Sanchez Yañez
Promotion Fairness
Education Level and Years of Industry Experience: Effect on Promotion
Non-DegreeDegree
45% of both degree
and non-degree
holding respondents
with 10+ years of
industry experience
have been promoted
at least once
"Do you Feel that Promotion Decisions are Fair at yourCompany?"
Degree, Never Promoted NonDegree, Never Promoted
Degree, Promoted at least Once NonDegree, Promoted at least Once
Inequality Research
Seniority Levels, Promotions, and Inequality Questions
Michele Patrick
Power Query Transformation
Data visualization in Power BI
Seniority Level Comparisons
Mid-Level Positions
34% Females
13% Males
Wade Kwon
Data visualization in Power BI
Wh bee m ed? Full-timers.
There is inequality in wage based on ____.
AGE
GENDER
RACE
AGREE
DISAGREE
AGREE
DISAGREE
AGREE
DISAGREE
The e i ine ali in age ba ed on Age
Gende
Race
*CUMULATIVE
AGE
GENDER
RACE
There is inequality in wage based on race.
PEOPLE
OF COLOR
WHITE
BLACK
Native American or Alaska Native
AGREE
AGE
GENDER
RACE
DISAGREE
I feel that my compensation is fair,
relative to similar roles at my company.
Inequality in
wage based on:
AGREE
DISAGREE
AGREE
DISAGREE
AGREE
DISAGREE
AGREE
AGE
GENDER
RACE
DISAGREE
I feel that my job performance is
evaluated fairly.
Inequality in
wage based on:
AGREE
DISAGREE
AGREE
DISAGREE
AGREE
DISAGREE
Inequality Research
Inequality Questions:Demographics and Education
Sam Sorrell
Power Query in Excel
Data Visualization in Tableau
Scott Lontine
Power Query in Excel
Data Visualization in Tableau
Is there Wage Inequality basedon Age, Gender, or Race?
DEGREE RESPONDENTS
DISAGREE that there is wage inequalitybased on AGE, GENDER, or RACE.
NON DEGREE RESPONDENTS
DISAGREE that there is wage inequalitybased on AGE and RACE
EVEN in their agreement/disagreement responses for GENDER.
DEGREE PERSONA RESPONSE TO THREE WAGE INEQUALITY QUESTIONS
The Non Degree Persona responses to all three wage inequalityquestions.
NON DEGREE PERSONA RESPONSE TO THREE WAGE INEQUALITY QUESTIONS.
DEGREE AND NON DEGREE PERSONAS: BLACK OR AFRICAN AMERICAN AND WHITE
DEGREE AND NON DEGREE PERSONAS: BLACK OR AFRICAN AMERICAN AND WHITE
FEMALE response to inequality
based on GENDER:
• DEGREE FEMALES were ALMOST EQUAL
in AGREEMENT/DISAGREEMENT
• NON DEGREE FEMALES have a 16% difference
in AGREEMENT/DISAGREEMENT
• Could the attainmentof a DEGREE eliminate
the GENDER biasin wage levels?
MALE response to inequality
based on GENDER:
• DEGREE and NON DEGREE MALES responded
OVERWHELMINGLY in DISAGREEMENT
• Both responded STRONGLY DISAGREE as
majority sentiment level
• DEGREE MALES responded 2:1 in
DISAGREEMENT/AGREEMENT
• NON DEGREE MALES have a 17% difference in
DISAGREEMENT/AGREEMENT
Thank You
DATA ANALYTICS BOOTCAMP
COHORT 10

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