Salary National Average
Low
Medium
High
101120.0000
119270.0000
131440.0000
Supply and Demand
Candidate Supply: 790
Job Openings: 398
0
50
100
More Difficult
Less Difficult
Short Description:
An ETL (Extract, Transform, Load) Developer is a skilled IT professional who specializes in designing, developing, and maintaining ETL processes. These processes are essential for extracting data from various sources, transforming it into a consistent format, and loading it into a data warehouse or another storage system. ETL Developers play a critical role in data integration, ensuring data quality and accessibility for analytics and reporting.
Duties / Responsibilities:
Design and develop ETL processes to extract data from source systems, transform it into the desired format, and load it into a target data repository.
Collaborate with data analysts, database administrators, and other stakeholders to understand data requirements and transformations.
Ensure data quality and integrity by performing data validation, cleansing, and error handling.
Optimize ETL processes for performance and scalability, minimizing data load times and resource utilization.
Maintain and monitor ETL jobs to ensure data integration processes run smoothly and troubleshoot issues as they arise.
Develop and maintain documentation for ETL processes, including data mappings, transformation logic, and job schedules.
Collaborate with business users to gather and clarify requirements for data integration and reporting.
Stay up-to-date with ETL tools and technologies, as well as best practices for data integration.
Implement security and compliance measures to protect sensitive data during the ETL process.
Conduct data profiling and analysis to identify potential data quality issues and recommend solutions.
Skills / Requirements / Qualifications
Education: Bachelor's degree in computer science, information technology, or a related field.
ETL Tools: Proficiency in ETL tools and technologies, such as Informatica, Talend, Apache Nifi, or custom ETL scripting.
SQL: Strong SQL skills for data manipulation and transformation.
Database: Experience with databases (e.g., SQL Server, Oracle, PostgreSQL) and data warehousing concepts.
Problem-Solving: Strong problem-solving and debugging skills for troubleshooting ETL issues.
Data Integration: Knowledge of data integration best practices and ETL design patterns.
Communication: Excellent communication skills for collaborating with cross-functional teams and documenting ETL processes.
Compliance: Familiarity with data governance, data quality, and data privacy regulations may be required, depending on the industry and organization.
Job Zones
Title: Job Zone Four: Considerable Preparation Needed
Education: Most of these occupations require a four-year bachelor's degree, but some do not.
Related Experience: A considerable amount of work-related skill, knowledge, or experience is needed for these occupations.
Job Training: Employees in these occupations usually need several years of work-related experience, on-the-job training, and/or vocational training.
Job Zone Examples: Many of these occupations involve coordinating, supervising, managing, or training others.
Specific Vocational Preparation in years: 2-4 years preparation (7.0 to < 8.0)
Share Role Details
Share ETL Developer Role Description
Print ETL Developer Role Description
Return to job listings
Print ETL Developer Role Description
[{"VarianceId":1,"CountryId":1,"City":"Jacksonville","RegionCode":"FL","Geocode":"30.3321838,-81.6556510","SalaryVariance":93,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":2,"CountryId":1,"City":"Birmingham","RegionCode":"AL","Geocode":"33.520290374755859,-86.8115005493164","SalaryVariance":97,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":3,"CountryId":1,"City":"Mobile","RegionCode":"AL","Geocode":"30.686389923095703,-88.053237915039062","SalaryVariance":94,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":4,"CountryId":1,"City":"Montgomery","RegionCode":"AL","Geocode":"32.3668052,-86.2999689","SalaryVariance":92,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":5,"CountryId":1,"City":"Anchorage","RegionCode":"AK","Geocode":"61.2180556,-149.9002778","SalaryVariance":121,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":6,"CountryId":1,"City":"Huntsville","RegionCode":"AL","Geocode":"34.729129791259766,-86.584976196289062","SalaryVariance":100,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":7,"CountryId":1,"City":"Fairbanks","RegionCode":"AK","Geocode":"64.8377778,-147.7163889","SalaryVariance":115,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":8,"CountryId":1,"City":"Phoenix","RegionCode":"AZ","Geocode":"33.4483771,-112.0740373","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":9,"CountryId":1,"City":"Tucson","RegionCode":"AZ","Geocode":"32.2217429,-110.9264790","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":10,"CountryId":1,"City":"Fayetteville","RegionCode":"AR","Geocode":"36.0625795,-94.1574263","SalaryVariance":95,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":11,"CountryId":1,"City":"Fort Smith","RegionCode":"AR","Geocode":"35.3859242,-94.3985475","SalaryVariance":82,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":12,"CountryId":1,"City":"Little Rock","RegionCode":"AR","Geocode":"34.7464809,-92.2895948","SalaryVariance":94,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":13,"CountryId":1,"City":"Anaheim","RegionCode":"CA","Geocode":"33.8352932,-117.9145036","SalaryVariance":117,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":14,"CountryId":1,"City":"Bakersfield","RegionCode":"CA","Geocode":"35.3732921,-119.0187125","SalaryVariance":108,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":15,"CountryId":1,"City":"Fresno","RegionCode":"CA","Geocode":"36.7468422,-119.7725868","SalaryVariance":111,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":16,"CountryId":1,"City":"Los Angeles","RegionCode":"CA","Geocode":"34.0522342,-118.2436849","SalaryVariance":117,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":17,"CountryId":1,"City":"Oakland","RegionCode":"CA","Geocode":"37.8043637,-122.2711137","SalaryVariance":141,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":18,"CountryId":1,"City":"Oxnard-Thousand Oaks-Ventura","RegionCode":"CA","Geocode":"34.1843916,-118.8935620","SalaryVariance":110,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":19,"CountryId":1,"City":"Riverside","RegionCode":"CA","Geocode":"33.9461304,-117.4820991","SalaryVariance":107,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":20,"CountryId":1,"City":"Sacramento","RegionCode":"CA","Geocode":"38.5815719,-121.4943996","SalaryVariance":117,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":21,"CountryId":1,"City":"Salinas","RegionCode":"CA","Geocode":"36.6777372,-121.6555013","SalaryVariance":119,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":22,"CountryId":1,"City":"San Diego","RegionCode":"CA","Geocode":"32.7153292,-117.1572551","SalaryVariance":114,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":23,"CountryId":1,"City":"San Francisco","RegionCode":"CA","Geocode":"37.7749295,-122.4194155","SalaryVariance":141,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":24,"CountryId":1,"City":"San Jose","RegionCode":"CA","Geocode":"37.3393857,-121.8949555","SalaryVariance":147,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":25,"CountryId":1,"City":"Santa Barbara","RegionCode":"CA","Geocode":"34.4208305,-119.6981901","SalaryVariance":109,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":26,"CountryId":1,"City":"Santa Rosa","RegionCode":"CA","Geocode":"38.4404674,-122.7144314","SalaryVariance":121,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":27,"CountryId":1,"City":"Stockton","RegionCode":"CA","Geocode":"37.9577016,-121.2907796","SalaryVariance":111,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":28,"CountryId":1,"City":"Boulder","RegionCode":"CO","Geocode":"40.0149856,-105.2705456","SalaryVariance":125,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":29,"CountryId":1,"City":"Colorado Springs","RegionCode":"CO","Geocode":"38.8338816,-104.8213634","SalaryVariance":106,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":30,"CountryId":1,"City":"Denver","RegionCode":"CO","Geocode":"39.7375670,-104.9847179","SalaryVariance":117,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":31,"CountryId":1,"City":"Greeley","RegionCode":"CO","Geocode":"40.4233142,-104.7091322","SalaryVariance":103,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":32,"CountryId":1,"City":"Bridgeport","RegionCode":"CT","Geocode":"41.1865478,-73.1951767","SalaryVariance":124,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":33,"CountryId":1,"City":"Hartford","RegionCode":"CT","Geocode":"41.7637111,-72.6850932","SalaryVariance":119,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":34,"CountryId":1,"City":"New Haven","RegionCode":"CT","Geocode":"41.3081527,-72.9281577","SalaryVariance":118,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":35,"CountryId":1,"City":"Washington","RegionCode":"DC","Geocode":"38.8951118,-77.0363658","SalaryVariance":121,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":36,"CountryId":1,"City":"Dover","RegionCode":"DE","Geocode":"39.1581680,-75.5243682","SalaryVariance":97,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":37,"CountryId":1,"City":"Wilmington","RegionCode":"DE","Geocode":"39.7458333,-75.5466667","SalaryVariance":94,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":38,"CountryId":1,"City":"Clearwater","RegionCode":"FL","Geocode":"27.9658533,-82.8001026","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":39,"CountryId":1,"City":"Fort Lauderdale","RegionCode":"FL","Geocode":"26.1223084,-80.1433786","SalaryVariance":97,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":40,"CountryId":1,"City":"Miami","RegionCode":"FL","Geocode":"25.7889689,-80.2264393","SalaryVariance":97,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":41,"CountryId":1,"City":"Orlando","RegionCode":"FL","Geocode":"28.5383355,-81.3792365","SalaryVariance":91,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":42,"CountryId":1,"City":"Tallahassee","RegionCode":"FL","Geocode":"30.4382559,-84.2807329","SalaryVariance":91,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":43,"CountryId":1,"City":"Tampa","RegionCode":"FL","Geocode":"27.9505750,-82.4571776","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":44,"CountryId":1,"City":"West Palm Beach","RegionCode":"FL","Geocode":"26.7153424,-80.0533746","SalaryVariance":100,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":45,"CountryId":1,"City":"Atlanta","RegionCode":"GA","Geocode":"33.7489954,-84.3879824","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":46,"CountryId":1,"City":"Honolulu","RegionCode":"HI","Geocode":"21.3069444,-157.8583333","SalaryVariance":118,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":47,"CountryId":1,"City":"Boise","RegionCode":"ID","Geocode":"43.6137390,-116.2376510","SalaryVariance":95,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":48,"CountryId":1,"City":"Chicago","RegionCode":"IL","Geocode":"41.8781136,-87.6297982","SalaryVariance":108,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":49,"CountryId":1,"City":"Peoria","RegionCode":"IL","Geocode":"40.6936488,-89.5889864","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":50,"CountryId":1,"City":"Rockford","RegionCode":"IL","Geocode":"42.2711311,-89.0939952","SalaryVariance":99,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":51,"CountryId":1,"City":"Springfield","RegionCode":"IL","Geocode":"39.7817213,-89.6501481","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":52,"CountryId":1,"City":"Evansville","RegionCode":"IN","Geocode":"37.9715592,-87.5710898","SalaryVariance":92,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":53,"CountryId":1,"City":"Fort Wayne","RegionCode":"IN","Geocode":"41.0792730,-85.1393513","SalaryVariance":93,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":54,"CountryId":1,"City":"Indianapolis-Carmel","RegionCode":"IN","Geocode":"39.9783710,-86.1180435","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":55,"CountryId":1,"City":"Des Moines","RegionCode":"IA","Geocode":"41.6005448,-93.6091064","SalaryVariance":102,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":56,"CountryId":1,"City":"Overland Park","RegionCode":"KS","Geocode":"38.9822282,-94.6707917","SalaryVariance":103,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":57,"CountryId":1,"City":"Bowling Green","RegionCode":"KY","Geocode":"36.9903199,-86.4436018","SalaryVariance":84,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":58,"CountryId":1,"City":"Lexington","RegionCode":"KY","Geocode":"38.0405837,-84.5037164","SalaryVariance":95,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":59,"CountryId":1,"City":"Louisville","RegionCode":"KY","Geocode":"38.2526647,-85.7584557","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":60,"CountryId":1,"City":"New Orleans","RegionCode":"LA","Geocode":"29.9510658,-90.0715323","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":61,"CountryId":1,"City":"Shreveport","RegionCode":"LA","Geocode":"32.5251516,-93.7501789","SalaryVariance":84,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":62,"CountryId":1,"City":"Portland","RegionCode":"ME","Geocode":"43.6614710,-70.2553259","SalaryVariance":105,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":63,"CountryId":1,"City":"Baltimore","RegionCode":"MD","Geocode":"45.6002421,-122.6796316","SalaryVariance":113,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":64,"CountryId":1,"City":"Boston","RegionCode":"MA","Geocode":"42.3584308,-71.0597732","SalaryVariance":124,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":65,"CountryId":1,"City":"Springfield","RegionCode":"MA","Geocode":"42.1014831,-72.5898110","SalaryVariance":63,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":66,"CountryId":1,"City":"Ann Arbor","RegionCode":"MI","Geocode":"42.2808256,-83.7430378","SalaryVariance":114,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":67,"CountryId":1,"City":"Detroit","RegionCode":"MI","Geocode":"42.3314270,-83.0457538","SalaryVariance":108,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":68,"CountryId":1,"City":"Flint","RegionCode":"MI","Geocode":"43.0125274,-83.6874562","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":69,"CountryId":1,"City":"Grand Rapids","RegionCode":"MI","Geocode":"42.9633599,-85.6680863","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":70,"CountryId":1,"City":"Lansing","RegionCode":"MI","Geocode":"42.7325350,-84.5555347","SalaryVariance":105,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":71,"CountryId":1,"City":"Minneapolis-St. Paul-Bloomington","RegionCode":"MN","Geocode":"44.8407980,-93.2982799","SalaryVariance":112,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":72,"CountryId":1,"City":"Jackson","RegionCode":"MS","Geocode":"32.2987573,-90.1848103","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":73,"CountryId":1,"City":"Kansas City","RegionCode":"MO","Geocode":"39.0997265,-94.5785667","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":74,"CountryId":1,"City":"Springfield","RegionCode":"MO","Geocode":"37.2089572,-93.2922989","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":75,"CountryId":1,"City":"St. Louis","RegionCode":"MO","Geocode":"38.6270025,-90.1994042","SalaryVariance":104,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":76,"CountryId":1,"City":"Billings","RegionCode":"MT","Geocode":"45.7832856,-108.5006904","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":77,"CountryId":1,"City":"Lincoln","RegionCode":"NE","Geocode":"40.8068620,-96.6816790","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":78,"CountryId":1,"City":"Omaha-Council Bluffs","RegionCode":"NE","Geocode":"41.2619444,-95.8608333","SalaryVariance":102,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":79,"CountryId":1,"City":"Las Vegas","RegionCode":"NV","Geocode":"36.1146460,-115.1728160","SalaryVariance":97,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":80,"CountryId":1,"City":"Reno","RegionCode":"NV","Geocode":"39.5296329,-119.8138027","SalaryVariance":105,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":81,"CountryId":1,"City":"Manchester","RegionCode":"NH","Geocode":"42.9956397,-71.4547891","SalaryVariance":109,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":82,"CountryId":1,"City":"Paramus","RegionCode":"NJ","Geocode":"40.9445428,-74.0754189","SalaryVariance":126,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":83,"CountryId":1,"City":"Trenton-Ewing-Princeton","RegionCode":"NJ","Geocode":"40.2337550,-74.7589760","SalaryVariance":122,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":84,"CountryId":1,"City":"Edison","RegionCode":"NJ","Geocode":"40.5187154,-74.4120953","SalaryVariance":122,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":85,"CountryId":1,"City":"Albuquerque","RegionCode":"NM","Geocode":"35.0844909,-106.6511367","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":86,"CountryId":1,"City":"Las Cruces","RegionCode":"NM","Geocode":"32.3199396,-106.7636538","SalaryVariance":90,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":87,"CountryId":1,"City":"Albany","RegionCode":"NY","Geocode":"42.6525793,-73.7562317","SalaryVariance":94,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":88,"CountryId":1,"City":"Buffalo","RegionCode":"NY","Geocode":"42.8864468,-78.8783689","SalaryVariance":105,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":89,"CountryId":1,"City":"New York","RegionCode":"NY","Geocode":"40.7143528,-74.0059731","SalaryVariance":126,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":90,"CountryId":1,"City":"Charlotte","RegionCode":"NC","Geocode":"35.2270869,-80.8431267","SalaryVariance":103,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":91,"CountryId":1,"City":"Raleigh","RegionCode":"NC","Geocode":"35.7720960,-78.6386145","SalaryVariance":104,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":92,"CountryId":1,"City":"Fargo","RegionCode":"ND","Geocode":"46.8771863,-96.7898034","SalaryVariance":104,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":93,"CountryId":1,"City":"Akron","RegionCode":"OH","Geocode":"41.0814447,-81.5190053","SalaryVariance":100,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":94,"CountryId":1,"City":"Cincinnati","RegionCode":"OH","Geocode":"39.1031182,-84.5120196","SalaryVariance":105,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":95,"CountryId":1,"City":"Cleveland","RegionCode":"OH","Geocode":"41.4994954,-81.6954088","SalaryVariance":80,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":96,"CountryId":1,"City":"Columbus","RegionCode":"OH","Geocode":"39.9611755,-82.9987942","SalaryVariance":89,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":97,"CountryId":1,"City":"Dayton","RegionCode":"OH","Geocode":"39.7589478,-84.1916069","SalaryVariance":104,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":98,"CountryId":1,"City":"Toledo","RegionCode":"OH","Geocode":"41.6639383,-83.5552120","SalaryVariance":99,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":99,"CountryId":1,"City":"Oklahoma City","RegionCode":"OK","Geocode":"35.4675602,-97.5164276","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":100,"CountryId":1,"City":"Tulsa","RegionCode":"OK","Geocode":"36.1539816,-95.9927750","SalaryVariance":95,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":101,"CountryId":1,"City":"Eugene","RegionCode":"OR","Geocode":"44.0520691,-123.0867536","SalaryVariance":102,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":102,"CountryId":1,"City":"Portland","RegionCode":"OR","Geocode":"45.5234515,-122.6762071","SalaryVariance":108,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":103,"CountryId":1,"City":"Salem","RegionCode":"OR","Geocode":"44.9428975,-123.0350963","SalaryVariance":105,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":104,"CountryId":1,"City":"Harrisburg","RegionCode":"PA","Geocode":"40.2737002,-76.8844179","SalaryVariance":105,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":105,"CountryId":1,"City":"Philadelphia","RegionCode":"PA","Geocode":"39.9523350,-75.1637890","SalaryVariance":109,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":106,"CountryId":1,"City":"Pittsburgh","RegionCode":"PA","Geocode":"40.4406248,-79.9958864","SalaryVariance":102,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":107,"CountryId":1,"City":"King of Prussia","RegionCode":"PA","Geocode":"40.1012856,-75.3835525","SalaryVariance":106,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":108,"CountryId":1,"City":"San Juan","RegionCode":"PR","Geocode":"18.4663338,-66.1057217","SalaryVariance":65,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":109,"CountryId":1,"City":"Providence","RegionCode":"RI","Geocode":"41.8239891,-71.4128343","SalaryVariance":116,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":110,"CountryId":1,"City":"Charleston","RegionCode":"SC","Geocode":"32.7765656,-79.9309216","SalaryVariance":91,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":111,"CountryId":1,"City":"Columbia","RegionCode":"SC","Geocode":"34.0007104,-81.0348144","SalaryVariance":93,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":112,"CountryId":1,"City":"Greenville","RegionCode":"SC","Geocode":"34.8526176,-82.3940104","SalaryVariance":93,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":113,"CountryId":1,"City":"Rapid City","RegionCode":"SD","Geocode":"44.0805434,-103.2310149","SalaryVariance":90,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":114,"CountryId":1,"City":"Sioux Falls","RegionCode":"SD","Geocode":"43.5499749,-96.7003270","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":115,"CountryId":1,"City":"Knoxville","RegionCode":"TN","Geocode":"35.9606384,-83.9207392","SalaryVariance":94,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":116,"CountryId":1,"City":"Memphis","RegionCode":"TN","Geocode":"35.1495343,-90.0489801","SalaryVariance":95,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":117,"CountryId":1,"City":"Nashville","RegionCode":"TN","Geocode":"36.1666667,-86.7833333","SalaryVariance":96,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":118,"CountryId":1,"City":"Austin","RegionCode":"TX","Geocode":"30.2671530,-97.7430608","SalaryVariance":103,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":119,"CountryId":1,"City":"Dallas-Fort Worth-Arlington","RegionCode":"TX","Geocode":"32.7356870,-97.1080656","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":120,"CountryId":1,"City":"Houston","RegionCode":"TX","Geocode":"29.7601927,-95.3693896","SalaryVariance":103,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":121,"CountryId":1,"City":"Edinburg","RegionCode":"TX","Geocode":"26.3017374,-98.1633432","SalaryVariance":85,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":122,"CountryId":1,"City":"Midland","RegionCode":"TX","Geocode":"31.9973456,-102.0779146","SalaryVariance":91,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":123,"CountryId":1,"City":"San Antonio","RegionCode":"TX","Geocode":"29.4241219,-98.4936282","SalaryVariance":94,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":124,"CountryId":1,"City":"Logan","RegionCode":"UT","Geocode":"41.7369803,-111.8338359","SalaryVariance":83,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":125,"CountryId":1,"City":"Provo","RegionCode":"UT","Geocode":"40.2338438,-111.6585337","SalaryVariance":94,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":126,"CountryId":1,"City":"Salt Lake City","RegionCode":"UT","Geocode":"40.7607793,-111.8910474","SalaryVariance":102,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":127,"CountryId":1,"City":"Burlington","RegionCode":"VT","Geocode":"44.4758825,-73.2120720","SalaryVariance":87,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":128,"CountryId":1,"City":"Arlington","RegionCode":"VA","Geocode":"38.8799697,-77.1067698","SalaryVariance":114,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":129,"CountryId":1,"City":"Chesapeake","RegionCode":"VA","Geocode":"36.7682088,-76.2874927","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":130,"CountryId":1,"City":"Newport News","RegionCode":"VA","Geocode":"37.0870821,-76.4730122","SalaryVariance":97,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":131,"CountryId":1,"City":"Reston","RegionCode":"VA","Geocode":"37.4315734,-78.6568942","SalaryVariance":114,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":132,"CountryId":1,"City":"Richmond","RegionCode":"VA","Geocode":"37.5407246,-77.4360481","SalaryVariance":101,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":133,"CountryId":1,"City":"Seattle-Tacoma-Bellevue","RegionCode":"WA","Geocode":"47.4393448,-122.2613242","SalaryVariance":130,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":134,"CountryId":1,"City":"Charleston","RegionCode":"WV","Geocode":"38.3498195,-81.6326234","SalaryVariance":91,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":135,"CountryId":1,"City":"Huntington","RegionCode":"WV","Geocode":"38.4192496,-82.4451540","SalaryVariance":91,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":136,"CountryId":1,"City":"Green Bay","RegionCode":"WI","Geocode":"44.5191590,-88.0198260","SalaryVariance":87,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":137,"CountryId":1,"City":"Madison","RegionCode":"WI","Geocode":"43.0730517,-89.4012302","SalaryVariance":107,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":138,"CountryId":1,"City":"Milwaukee","RegionCode":"WI","Geocode":"43.0389025,-87.9064736","SalaryVariance":106,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":139,"CountryId":1,"City":"Wausau","RegionCode":"WI","Geocode":"44.9591352,-89.6301221","SalaryVariance":97,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":140,"CountryId":1,"City":"Casper","RegionCode":"WY","Geocode":"42.8666320,-106.3130810","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":141,"CountryId":1,"City":"Cheyenne","RegionCode":"WY","Geocode":"41.1399814,-104.8202462","SalaryVariance":98,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":208,"CountryId":1,"City":"National","RegionCode":"US","Geocode":"0,0","SalaryVariance":100,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":210,"CountryId":1,"City":"Rochester","RegionCode":"NY","Geocode":"43.161030,-77.610924","SalaryVariance":106,"CountryCountryId":0,"CountryName":null,"CountryCode":null},{"VarianceId":211,"CountryId":1,"City":"Temecula","RegionCode":"CA","Geocode":"33.4933501,-117.1719215","SalaryVariance":118,"CountryCountryId":0,"CountryName":null,"CountryCode":null}]