Technical > AI/ML Automation Specialist
Salary National Average
| Low | Medium | High |
|---|---|---|
| 1.0000 | 1.0000 | 1.0000 |
Supply and Demand
Candidate Supply: 0 Job Openings: 0
0 50 100
More Difficult
Less Difficult
Salary Variance
Enter City, State to view local salaries and candidate demand.
Short Description:
An AI/ML Automation Specialist is responsible for designing, developing, and implementing automation solutions using artificial intelligence and machine learning technologies. They build and optimize models to streamline business processes, improve efficiency, and enable data-driven decision-making. The specialist collaborates with data scientists, engineers, and business teams to integrate AI/ML solutions into existing systems and workflows. They also monitor performance, fine-tune algorithms, and ensure automation systems operate securely and effectively. Strong programming, analytical, and problem-solving skills are essential for success in this role.
Duties / Responsibilities:
- Design, develop, and deploy automated machine learning (ML) workflows to streamline model training and deployment processes
- Integrate AI/ML models into production environments using automation tools and frameworks such as Airflow, Kubeflow, or MLflow
- Build and maintain pipelines for data ingestion, preprocessing, and feature engineering to support continuous learning systems
- Collaborate with data scientists and engineers to optimize model performance and automate retraining processes
- Implement monitoring systems to track model accuracy, drift, and performance in real time
- Automate testing, validation, and deployment procedures for AI/ML solutions to ensure reliability and scalability
- Maintain version control and reproducibility of models, datasets, and code using Git and MLOps best practices
- Troubleshoot automation issues, perform root cause analysis, and propose improvements to AI infrastructure
- Ensure compliance with data governance, security, and ethical AI guidelines throughout the automation lifecycle
- Document technical processes, system configurations, and operational workflows for ongoing maintenance and audits
Skills / Requirements / Qualifications
- Education: Bachelor’s or Master’s degree in Computer Science, Data Engineering, Artificial Intelligence, or a related technical field
- Programming Skills: Proficiency in Python, R, or Java, with experience in ML libraries such as TensorFlow, PyTorch, or Scikit-learn
- Automation Tools: Hands-on experience with MLOps platforms and workflow orchestration tools like Airflow, Kubeflow, or Jenkins
- Cloud Expertise: Familiarity with cloud environments (AWS, Azure, or GCP) and their AI/ML services
- Data Engineering: Strong understanding of ETL processes, APIs, and data pipeline automation
- Analytical Thinking: Ability to identify automation opportunities and improve efficiency within AI/ML systems
- Version Control & CI/CD: Knowledge of DevOps practices, Git, and continuous integration/continuous deployment (CI/CD) pipelines
- Collaboration: Strong communication and teamwork skills to work effectively with data scientists, software engineers, and IT teams
Similar Positions
[{"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}]