2
Lab 2: Data Preparation Exercise
This exercise is to help you practice the following objectives
• Prepare data for analysis and reporting
• Extract, clean, and transform data
Examine the attached data files. The first file contains data on movies and TV shows scrapped from
IMDB website. This dataset has issues around inconsistent variable names for example in the year
columns, null values, non-alpha numeric variables etc. The second dataset is a live data set on
average salaries of managers in different domains. The data input for this dataset is free text and
therefore has issues with consistency and outliers.
Apply what you have learned to load the data co
ectly to tableau prep and generate and execute a
cleaning workflow.
Once completed, take a screenshot of the workflow, and do a two-page lab report of the cleaning
steps and rationale behind it.
Submission
Submit the lab report in PDF format. This report should include required parts with screenshots,
labels, and descriptions. All screens must be clear, original, and show the complete screen.
Grading
The lab is assessed based on:
• Completion of required tasks.
• Satisfaction of submission requirements.
• The quality of lab report, including completeness and explanation of screenshots.
Ru
ic:
Score Summary Rating Description
10 Outstanding
work; beyond
expectation.
Co
ectly developed all workflows and loaded data required.
Satisfied all submission requirements.
Excellent report with clear original screenshots and explanation.
8-9 Good work; meet
expectations.
Co
ectly loaded data required with minor issues.
Satisfied most submission requirements.
Good report with clear original screenshots; explanation may need
improvement.
6-7 Adequate work;
need
improvement.
Loaded data but with major issues or different from the tutorial.
Satisfied most submission requirements.
Too simple report without labels or explanations. screenshots, or
unclea
unqualified screenshots.
6 Lack of effort.
Unfinished steps in the workflow.
Did not follow submission requirements.
Poor report with unclear, partial or edited screenshots. No
explanations at all.
2
Other Resources -Power BI
1. Getting started with Power Query
a) https:
docs.microsoft.com/en-us/power-query/power-query-what-is-power-query
) Using the query editor: https:
docs.microsoft.com/en-us/power-bi/desktop-query-overview
c) Common query tasks in Power BI Desktop: https:
docs.microsoft.com/en-us/power-
i/desktop-common-query-tasks
d) https:
docs.microsoft.com/en-us/learn/modules/get-data-power-bi/
2. Getting data from various sources: https:
docs.microsoft.com/en-us/power-bi/desktop-data-sources
a) CSV: https:
docs.microsoft.com/en-us/power-bi/desktop-connect-csv
) Excel: https:
docs.microsoft.com/en-us/power-bi/desktop-connect-excel
c) Web page:
o https:
docs.microsoft.com/en-us/power-bi/desktop-connect-to-web
o https:
docs.microsoft.com/en-us/power-bi/desktop-connect-to-data
o https:
docs.microsoft.com/en-us/power-bi/desktop-connect-to-web-by-example
live connection? Tutorial getting data from AW data mart
https:
www.biinsight.com/connect-live-power-bi-to-ssas-multidimensional
3. Data cleaning and transformation
a) Data cleaning: https:
www.digitalvidya.com
log/data-cleaning-features-in-power-bi/
) Shape and combine data: https:
docs.microsoft.com/en-us/power-bi/desktop-shape-and-
combine-data
c) Calculated column: https:
docs.microsoft.com/en-us/power-bi/desktop-tutorial-create-
calculated-columns
d) Data types: https:
docs.microsoft.com/en-us/power-bi/desktop-data-types
e) String functions: https:
www.tutorialgateway.org/power-bi-dax-string-functions/
f) https:
www.tutorialgateway.org/how-to-split-columns-in-power-bi
4. Some more extensive exercises
a) https:
docs.microsoft.com/en-us/power-bi/desktop-tutorial-analyzing-sales-data-from-excel-
and-an-odata-feed
) https:
docs.microsoft.com/en-us/power-bi/desktop-tutorial-importing-and-analyzing-data-
from-a-web-page
c) WiseOwlTutorials: https:
www.youtube.com/watch?v=cKEAf78qLFM&list=PLNIs-
AWhQzcnSmNbeUpQrKuiqGplNB2hh&index=6 – complete four parts 3.1 to 3.4 (see all
tutorials in the playlist). For part 3.2 and 3.4, once completed, take a screenshot of the
elationship view (clearly showing all tables and relationships), and a screenshot of data view
for each table (clearly showing data values). Include this part in the lab report.
Get data from sql server …
Power Query - Overview and Learning
2
• https:
support.office.com/en-us/article/Power-Query-Overview-and-Learning-ed614c81-
4b XXXXXXXXXXbd3a-55d80767f81d
• https:
support.office.com/en-us/article/Power-Query-101-008b3f46-5b14-4f8b-9a07-
d3da689091b5
Power query with M language in Excel
https:
support.office.com/en-us/article/Introduction-to-Microsoft-Power-Query-for-Excel-6e92e2f4-
2079-4e1f-bad5-89f6269cd605
Form Responses 1
Timestamp How old are you? What industry do you work in? Job title If your job title needs additional context, please clarify here: What is your annual salary? (You'll indicate the cu
ency in a later question. If you are part-time or hourly, please enter an annualized equivalent -- what you would earn if you worked the job 40 hours a week, 52 weeks a year.) How much additional monetary compensation do you get, if any (for example, bonuses or overtime in an average year)? Please only include monetary compensation here, not the value of benefits. Please indicate the cu
ency If "Other," please indicate the cu
ency here: If your income needs additional context, please provide it here: What country do you work in? If you're in the U.S., what state do you work in? What city do you work in? How many years of professional work experience do you have overall? How many years of professional work experience do you have in your field? What is your highest level of education completed? What is your gender? What is your race? (Choose all that apply.)
4/27/2021 11:02:09 25-34 Education (Higher Education) Research and Instruction Li
arian 55,000 0 USD United States Massachusetts Boston 5-7 years 5-7 years Master's degree Woman White
4/27/2021 11:02:21 25-34 Computing or Tech Change & Internal Communications Manager 54,600 4000 GBP United Kingdom Cam
idge 8 - 10 years 5-7 years College degree Non-binary White
4/27/2021 11:02:38 25-34 Accounting, Banking & Finance Marketing Specialist 34,000 USD US Tennessee Chattanooga 2 - 4 years 2 - 4 years College degree Woman White
4/27/2021 11:02:40 25-34 Nonprofits Program Manager 62,000 3000 USD USA Wisconsin Milwaukee 8 - 10 years 5-7 years College degree Woman White
4/27/2021 11:02:41 25-34 Accounting, Banking & Finance Accounting Manager 60,000 7000 USD US South Carolina Greenville 8 - 10 years 5-7 years College degree Woman White
4/27/2021 11:02:45 25-34 Education (Higher Education) Scholarly Publishing Li
arian 62,000 USD USA New Hampshire Hanover 8 - 10 years 2 - 4 years Master's degree Man White
4/27/2021 11:02:50 25-34 Publishing Publishing Assistant 33,000 2000 USD USA South Carolina Columbia 2 - 4 years 2 - 4 years College degree Woman White
4/27/2021 11:02:59 25-34 Education (Primary/Secondary) Li
arian High school, FT 50,000 USD United States Arizona Yuma 5-7 years 5-7 years Master's degree Man White
4/27/2021 11:03:01 45-54 Computing or Tech Systems Analyst Data develope
ETL Developer 112,000 10000 USD US Missouri St. Louis XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:03:01 35-44 Accounting, Banking & Finance Senior Accountant 45,000 0 USD I work for a Charter School United States Florida Palm Coast XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman Hispanic, Latino, or Spanish origin, White
4/27/2021 11:03:02 25-34 Nonprofits Office Manager 47,500 0 USD United States Boston, MA 5-7 years 5-7 years College degree Woman White
4/27/2021 11:03:07 35-44 Education (Higher Education) Deputy Title IX Coordinato
Assistant Director Office of Equity and Diversity 62,000 0 USD USA Pennsylvania Scranton XXXXXXXXXXyears 5-7 years PhD Woman Hispanic, Latino, or Spanish origin, White
4/27/2021 11:03:09 35-44 Accounting, Banking & Finance Manager of Information Services 100,000 0 USD United States Michigan Detroit XXXXXXXXXXyears XXXXXXXXXXyears College degree Man Asian or Asian American, White
4/27/2021 11:03:09 25-34 Law Legal Aid Staff Attorney non-profit law firm 52,000 0 USD United States Minnesota Saint Paul 2 - 4 years 2 - 4 years Woman White
4/27/2021 11:03:10 18-24 Health care Patient care coordinator 32,000 CAD Canada Remote 1 year or less 1 year or less College degree Woman White
4/27/2021 11:03:11 35-44 Utilities & Telecommunications Quality And Compliance Specialist 24,000 500 GBP United Kingdom Lincoln XXXXXXXXXXyears 5-7 years College degree Man White
4/27/2021 11:03:13 35-44 Business or Consulting Executive Assistant 85,000 5000 USD USA Illinois Chicago 8 - 10 years 8 - 10 years Some college Woman White
4/27/2021 11:03:18 45-54 Art & Design graphic designer 59,000 USD usa California Pomona XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:03:20 35-44 Business or Consulting Senior Manager 98,000 1000 USD USA Georgia Atlanta XXXXXXXXXXyears 2 - 4 years Master's degree Woman White
4/27/2021 11:03:23 35-44 Education (Higher Education) Assistant Director of Academic Advising 54,000 USD United States Florida Boca Raton XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:03:23 25-34 Health care Data Programmer Analyst 74,000 0 USD USA Pennsylvania Philadelphia 5-7 years 5-7 years Master's degree Woman White
4/27/2021 11:03:24 35-44 Nonprofits Program Coordinator & Assistant Editor 50,000 USD United States Atlanta 5-7 years 2 - 4 years PhD Woman White
4/27/2021 11:03:27 35-44 Nonprofits Event Planner 63,000 CAD Canada Toronto XXXXXXXXXXyears 8 - 10 years Master's degree Woman White
4/27/2021 11:03:28 35-44 Government and Public Administration Researcher 96,000 1000 USD United States Ohio Dayton 8 - 10 years 2 - 4 years PhD Woman Asian or Asian American
4/27/2021 11:03:31 25-34 Public Li
ary Teen Li
arian 44,500 0 USD US Florida Bradenton 5-7 years 2 - 4 years Woman White
4/27/2021 11:03:34 35-44 Education (Higher Education) Communications Specialist 60,000 0 USD USA Michigan Ann A
or XXXXXXXXXXyears 1 year or less Master's degree Woman White
4/27/2021 11:03:37 25-34 Nonprofits Program Director I manage staff members who each manage 8-15 other people. 62,000 USD US District of Columbia Washington DC 5-7 years 2 - 4 years College degree Man White
4/27/2021 11:03:40 35-44 Law Bookkeepe
Billing Manager 48,000 4000 USD USA Maryland Silver Spring XXXXXXXXXXyears 2 - 4 years College degree Woman Another option not listed here or prefer not to answe
4/27/2021 11:03:41 35-44 Government and Public Administration Economist 140,000 USD USA District of Columbia Washington XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:03:42 25-34 Engineering or Manufacturing Research Engineer 80,000 USD United States Texas San Antonio 5-7 years 5-7 years College degree Woman White
4/27/2021 11:03:43 25-34 Nonprofits Volunteer and Giving Coordinator 39,000 USD United States Minnesota Minneapolis 2 - 4 years 2 - 4 years College degree Woman White
4/27/2021 11:03:43 35-44 Media & Digital Editor 125,000 0 USD USA District of Columbia Washington, DC XXXXXXXXXXyears 8 - 10 years Master's degree Woman White
4/27/2021 11:03:45 25-34 Accounting, Banking & Finance Financial Advisor 230,000 USD Commission based USA Missouri St. Louis XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:03:45 35-44 Accounting, Banking & Finance Accounting Manager 110,000 15000 USD US Virginia Richmond XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:03:53 25-34 Nonprofits Administrative and HR Manager 50,000 USD United States District of Columbia Washington 5-7 years 2 - 4 years College degree Woman White
4/27/2021 11:03:54 35-44 Education (Higher Education) Senior IRB Analyst State university, higher ed research adminstration 68,000 0 USD USA North Carolina Research Triangle 5-7 years 2 - 4 years Master's degree Woman White
4/27/2021 11:03:55 18-24 Media & Digital Reporter 41,000 100 USD United States Michigan Kalamazoo 2 - 4 years 2 - 4 years College degree Woman White
4/27/2021 11:03:56 25-34 Accounting, Banking & Finance Senior Administrator 76,000 10000 USD United States New York Manhattan 5-7 years 2 - 4 years College degree Woman White
4/27/2021 11:03:57 35-44 Government and Public Administration Staff Services Manager II Mid-level manager, team of 13 78,000 0 USD USA California Sacramento 8 - 10 years 5-7 years Master's degree Woman White
4/27/2021 11:03:58 25-34 Accounting, Banking & Finance Receptionist 37,000 0 USD USA Texas Dallas 2 - 4 years 2 - 4 years College degree Woman White
4/27/2021 11:04:01 45-54 Engineering or Manufacturing Lead Engineer supervisor level with no direct reports 100,000 50000 USD USA Georgia waynesboro XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:04:01 35-44 Marketing, Advertising & PR Senior Copywriter 35,000 6000 GBP UK Liverpool XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:04:01 25-34 Government and Public Administration Manager of Data Integrity and Prospect Research 65,000 0 USD USA Virginia Richmond 5-7 years 5-7 years College degree Man White
4/27/2021 11:04:03 25-34 Computing or Tech Principal Software Engineer 187,500 5000 USD United States Pennsylvania Pittsburgh 8 - 10 years 5-7 years College degree Woman White
4/27/2021 11:04:03 25-34 Computing or Tech Intelligence Analyst 110,000 20000 USD Around 20,000 a year in stock USA Virginia Arlington, VA 8 - 10 years 8 - 10 years Master's degree Man White
4/27/2021 11:04:04 25-34 Nonprofits Project Manager 66,625 1500 USD US Massachusetts Boston 8 - 10 years 8 - 10 years College degree Woman Hispanic, Latino, or Spanish origin, White
4/27/2021 11:04:06 35-44 Computing or Tech Mobile developer 144,600 2500 USD USA Massachusetts Boston 5-7 years 5-7 years PhD Woman White
4/27/2021 11:04:09 35-44 Computing or Tech Product Design Director 200,850 40000 USD USA North Carolina Chapel Hill XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:04:09 25-34 Engineering or Manufacturing Engineering specialist 120,000 1500 CAD Canada Vancouver XXXXXXXXXXyears 8 - 10 years College degree Woman White
4/27/2021 11:04:10 25-34 Retail Manager, Total Rewards 97,500 10000 CAD Canada Toronto 8 - 10 years 8 - 10 years College degree Woman White
4/27/2021 11:04:10 35-44 Education (Higher Education) Research and Development Engineer 3 Process Engineer in a University Cleanroom 96,000 USD United States California Berkeley 5-7 years 5-7 years PhD Woman White
4/27/2021 11:04:11 25-34 Education (Primary/Secondary) Science Teacher (Public High School) 53,000 1000 USD United States Minnesota Apple Valley 5-7 years 1 year or less Master's degree Woman White
4/27/2021 11:04:15 25-34 Marketing, Advertising & PR Senior Manager, Programmatic 95,000 10000 USD United States Illinois Chicago 8 - 10 years 8 - 10 years College degree Woman White
4/27/2021 11:04:19 35-44 Computing or Tech Managed Services Sales Coordinator Primarily proposal writing 72,000 3000 USD United States Michigan Troy XXXXXXXXXXyears 5-7 years Master's degree Woman White
4/27/2021 11:04:21 35-44 Media & Digital Editor 52,000 0 CAD Canada Toronto XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman Asian or Asian American
4/27/2021 11:04:22 35-44 Engineering or Manufacturing Water Resources Engineer 106,000 0 USD United States Massachusetts Boston XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:04:24 25-34 Government and Public Administration Program Officer 115,000 USD United States District of Columbia DC 5-7 years 5-7 years PhD Woman Hispanic, Latino, or Spanish origin
4/27/2021 11:04:26 25-34 Business or Consulting Account Supervisor Program Manager for Government contractor 100,500 3000 USD US District of Columbia Washington XXXXXXXXXXyears 5-7 years College degree Woman White
4/27/2021 11:04:27 25-34 Law Legal Secretary 33,200 0 USD US New Jersey Linden 8 - 10 years 2 - 4 years Some college Woman White
4/27/2021 11:04:27 35-44 Government and Public Administration Policy Lead Middle manager policy role in public sector. 52,000 0 GBP United Kingdom Bristol XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:04:27 25-34 Education (Higher Education) Coordinator 52,000 USD United States Illinois Champaign 8 - 10 years 8 - 10 years College degree Woman White
4/27/2021 11:04:29 25-34 Government and Public Administration Senior Advisor 79,000 CAD Canada Nova Scotia 8 - 10 years 5-7 years Master's degree Woman White
4/27/2021 11:04:29 65 or over Property or Construction Safety Director 104,000 25000 USD Extra money comes from overtime USA Georgia Atlanta 41 years or more XXXXXXXXXXyears College degree Man White
4/27/2021 11:04:31 25-34 Education (Primary/Secondary) Secondary School Educator 75,000 CAD Canada Ottawa 5-7 years 2 - 4 years College degree Woman Asian or Asian American
4/27/2021 11:04:31 18-24 Biotechnology Downstream Process Development Research Associate I 52,000 USD United States Texas Bryan 2 - 4 years 2 - 4 years College degree Woman White
4/27/2021 11:04:32 25-34 Education (Higher Education) Research Programmer Software engineering without the job title 70,000 0 USD Technically 37.5 hours, but ends up being pretty similar USA Rhode Island Providence 5-7 years 2 - 4 years Master's degree Non-binary White
4/27/2021 11:04:34 25-34 Nonprofits Manager, Natural Climate Solutions Development This is NOT a non-profit development/fundraising role. 84,000 8400 USD United States District of Columbia District of Columbia 5-7 years 5-7 years Master's degree Woman White
4/27/2021 11:04:34 35-44 Health care AR Manager 53,000 0 USD United States Illinois Bloomington XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:04:36 25-34 Computing or Tech Technical specialist 34,000 2000 USD United States Minnesota Minneapolis 5-7 years 5-7 years College degree Woman White
4/27/2021 11:04:37 25-34 Nonprofits Programming Coordinator 38,000 USD US Colorado Denver 5-7 years 2 - 4 years Master's degree Woman White
4/27/2021 11:04:38 25-34 Government and Public Administration City Research Scientist II Public Health Research and Data Analysis 87,000 0 USD United States New York New York City 5-7 years 2 - 4 years Master's degree Man White
4/27/2021 11:04:39 35-44 Aerospace contracting Project engineer Cost/schedule analyst 122,000 3600 USD United States Colorado Springs XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:04:39 25-34 Insurance Pricing Analyst 45,000 2000 GBP UK Southampton 5-7 years 2 - 4 years Master's degree Woman White
4/27/2021 11:04:40 25-34 Engineering or Manufacturing Marketing Coordinator 45,000 USD United States South Carolina Columbia 5-7 years 5-7 years Some college Woman White
4/27/2021 11:04:41 35-44 Computing or Tech Tech Writer 88,000 USD USA Maryland prefer not to answer XXXXXXXXXXyears 8 - 10 years College degree Woman Another option not listed here or prefer not to answe
4/27/2021 11:04:43 35-44 Nonprofits Supervisory Archivist at a historical society 71,000 0 USD US New York NYC (remotely) XXXXXXXXXXyears 8 - 10 years Master's degree Woman White
4/27/2021 11:04:43 45-54 Education (Higher Education) Program Manager 71,000 USD USA Illinois Champaign XXXXXXXXXXyears XXXXXXXXXXyears PhD Woman White
4/27/2021 11:04:45 35-44 Education (Primary/Secondary) High School Teacher at an independent school 75,000 0 USD United States Georgia Atlanta XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:04:48 35-44 Education (Higher Education) Manager of Market Research and Data My group is responsible for data gathering, analysis and reporting to state and federal stakeholders as well as strategic initiatives and grant applications. We also manage the organization's CRM system. 80,000 0 USD USA North Carolina Raleigh XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:04:48 35-44 Computing or Tech Senior Business Analyst 125,000 USD US New York New York XXXXXXXXXXyears 8 - 10 years Master's degree Woman White
4/27/2021 11:04:50 35-44 Education (Higher Education) Special Collections Cataloger Tenure-track faculty 65,000 USD United States Pennsylvania ----- XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:04:51 45-54 Education (Primary/Secondary) Teacher 36,000 GBP Scotland Edinburgh XXXXXXXXXXyears XXXXXXXXXXyears College degree Woman White
4/27/2021 11:04:54 25-34 Nonprofits Graphic Designer / Webmaster 55,000 USD U.S. Minnesota St. Paul 2 - 4 years 2 - 4 years College degree Woman White
4/27/2021 11:04:54 25-34 Art & Design Senior UX Designer 90,000 1000 USD USA Pennsylvania Philadelphia XXXXXXXXXXyears 8 - 10 years College degree Woman White
4/27/2021 11:04:58 35-44 Engineering or Manufacturing Senior Engineer 105,000 13000 USD United States Pennsylvania Philadelphia (subu
s) 8 - 10 years 5-7 years College degree Woman White
4/27/2021 11:05:01 35-44 Nonprofits Office Administrator 60,000 0 CAD Canada Kitchener, Ontario XXXXXXXXXXyears XXXXXXXXXXyears High School Man White
4/27/2021 11:05:01 35-44 Education (Higher Education) Digital Archivist 65,000 0 USD United States Pennsylvania Philadelphia XXXXXXXXXXyears 8 - 10 years Master's degree Woman White
4/27/2021 11:05:01 25-34 Business or Consulting Associate Program Manager Associate Program Manager of a utility sponsored energy efficiency program 85,000 8500 USD Bonuses are variable based on company's performance and the amount referenced is the full amount I'm possible to receive USA Illinois Chicago 5-7 years 2 - 4 years Master's degree Woman White
4/27/2021 11:05:01 25-34 Sales CSR 39,520 USD United States Oregon Portland 8 - 10 years 2 - 4 years Some college Woman White
4/27/2021 11:05:04 45-54 Computing or Tech Director of Engineering 115,000 CAD Canada Ottawa XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Man White
4/27/2021 11:05:05 25-34 Energy Fuel Efficiency Program Analyst 76,000 0 USD United States District of Columbia Washington 8 - 10 years 5-7 years College degree Woman White
4/27/2021 11:05:05 55-64 Business or Consulting Senior Vice President of Marketing 180,000 60000 USD USA Massachusetts Boston XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:05:06 25-34 Accounting, Banking & Finance Accounting Manager 90,000 0 USD US Tennessee Nashville 5-7 years 5-7 years Master's degree Woman White
4/27/2021 11:05:07 25-34 Government and Public Administration Technical Assistant Data Entry and Processing for local government 19,300 0 GBP United Kingdom Newcastle, UK 5-7 years 5-7 years Some college Man White
4/27/2021 11:05:07 55-64 Business or Consulting Senior Administrative Assistant and Project Specialist 65,000 5000 USD US Washington Seattle XXXXXXXXXXyears XXXXXXXXXXyears Master's degree Woman White
4/27/2021 11:05:07 45-54 Computing or Tech senior web application developer 98,166 0 USD United States Indiana Indianapolis XXXXXXXXXXyears XXXXXXXXXXyears College degree Man White
4/27/2021 11:05:07 25-34 Education (Primary/Secondary) Director of Development 63,500 USD United States Tennessee Nashville 5-7 years 1 year or less Master's degree Woman White
4/27/2021 11:05:07 55-64 Environmental regulation Quality Assurance Lead 58 USD USA Maryland Baltimore XXXXXXXXXXyears 8 - 10 years Master's degree Woman White
4/27/2021 11:05:08 25-34 Nonprofits Program & Administrative Assistant 47,700 2000 USD USA District of Columbia Washington 5-7 years 2 - 4 years College degree Woman White
4/27/2021 11:05:08 55-64 Computing or Tech Chief Engineer 87,000 8000 USD USA Ohio Solon XXXXXXXXXXyears XXXXXXXXXXyears Some college Man White
4/27/2021 11:05:11 35-44 Media & Digital Production Co-ordinator Ecomm Studio 48,000 CAD Canada Montreal 8 - 10 years 8 - 10 years College degree Woman White
4/27/2021 11:05:13 25-34 Education