Top Machine Learning Certifications in Tech

Machine learning (ML), a branch of artificial intelligence (AI), is rapidly reshaping the job market, creating new AI jobs in high demand. To stay competitive in the ever-changing tech industry, employees are increasingly acquiring new skills and certifications specifically related to machine learning. With these enhancements to their resumes, employees are aiming for new and expanded roles that involve studying and developing statistical algorithms so that computers can learn from data without requiring explicit programing for individual tasks. Machine learning is at the forefront of AI innovation, and the job market is quick to respond.  

With datasets updated at least every six weeks, ERI is constantly researching current compensation trends in the labor market, including the emergence of new skills and certifications in the technology sector. To help our customers make the most accurate and up-to-date adjustments to their internal jobs, here is a list of new AI certifications specifically related to machine learning that were recently added to ERI’s robust compensation database

AI and Machine Learning Professional 
Apache Spark Developer Certification 
Applied Generative AI for Digital Transformation Certificate 
AWS Certified Machine Learning – Specialty 
AWS Certified Machine Learning Engineer – Associate 
Certified Advanced Analytics Professional (CAAP) 
Certified Analytics Manager (CAM) 
Certified Analytics Professional (CAP) 
Certified Data Scientist 
Certified Data Scientist (CDS) 
Certified Generative AI Expert 
Certified Generative AI Specialist (CGAI) 
Certified Machine Learning Analyst (CMLEA) 
Certified Predictive Modeler (CPM) 
Certified Specialist in Predictive Analytics (CSPA) 
Cloudera Certified Data Engineer 
Data Science Certificate 
Data Science for Actuaries Micro-credential 
Databricks Certified Data Engineer Associate 
Databricks Certified Generative AI Engineer Associate 
Databricks Certified Machine Learning Associate 
Databricks Certified Machine Learning Professional 
Databricks Generative AI Fundamentals Certificate 
DeepLearning.AI Deep Learning Specialization 
DeepLearning.AI Generative AI with LLMs 
DeepLearning.AI Machine Learning Specialization 
DeepLearning.AI MLOps Specialization 
DeepLearning.AI Natural Language Processing Specialization 
edX MIT Machine Learning Certificate 
EMC Data Science Certification 
Generative AI Foundation Certification 
Google Cloud Certified – Professional Cloud DevOps Machine Learning Engineer 
Google Cloud Certified – Professional Machine Learning Engineer 
Hugging Face Audio Course Certificate 
Hugging Face NLP Course Certificate 
Hugging Face Reinforcement Learning Course 
IBM AI Engineering Professional Certificate 
IBM Data Science Professional Certificate 
IBM Generative AI Engineering Professional Certificate 
IBM Generative AI Fundamentals Specialization Certificate 
INFORMS Associate Certified Analytics Professional (aCAP) 
INFORMS Certified Analytics Professional (CAP) 
Kaggle Machine Learning Certifications 
MCSA: Machine Learning 
Microsoft Azure AI Fundamentals: Generative AI 
Microsoft Certified: Azure Data Scientist Associate 
Natural Language & Computer Vision Specialist 
NVIDIA Deep Learning Institute Certificate 
NVIDIA-Certified Associate: Generative AI and LLMs 
NVIDIA-Certified Associate: Multimodal Generative AI 
NVIDIA-Certified Professional: Generative AI LLMs 
ONNX Runtime Certified Engineer 
Open Distinguished Certified Data Scientist (DCDS) 
Open Group Certified Data Scientist 
Open Master Certified Data Scientist (Open MCDS) 
Pega Certified Data Scientist (PCDS) 
Predictive Analytics Certificate 
PyTorch Foundation Certified Professional 
Salesforce Certified CRM Analytics and Einstein Discovery Consultant 
Salesforce Certified Tableau CRM & Einstein Discovery Consultant 
SAS Certified Advanced Analytics Professional 
SAS Certified Data Scientist 
SAS Certified Predictive Modeler 
SAS Certified Professional: AI & Machine Learning 
SAS Certified Professional: Data Curation for Data Scientists 
SAS Certified Specialist: Advanced Predictive Modeling 
SAS Certified Specialist: Forecasting and Optimization 
SAS Certified Specialist: Machine Learning 
SAS Certified Specialist: Natural Language Processing and Computer Vision – Using SAS Viya 
SAS Certified Specialist: SAS Text Analytics, Time Series, Experimentation and Optimization 
SAS Certified Specialist: Visual Modeling – Using SAS Visual Statistics 
SAS Certified Specialist: Visual Modeling – Using SAS Visual Statistics on SAS Viya 
SAS Certified Statistical Business Analyst: Regression and Modeling 
ServiceNow Micro-Certification (MC) – Predictive Intelligence 
Snowflake Gen AI & LLM Badge 
Snowflake SnowPro Specialty: Machine Learning 
Stanford Online Machine Learning Specialization 
TensorFlow Developer Certificate 
Workday Pro Machine Learning 

To learn more about certifications related to artificial intelligence, but not those specific to machine learning (ML), read AI Certifications Shaping the Tech Workforce. 

How Is Pay Adjusted for ML Certifications?  

New AI machine learning certifications and skills often come with pay premiums, as reflected in the adjustments feature in ERI’s Assessor Platform. Use this feature to customize an internal job title with specific adjustments, including education, skills, certifications (including security clearance), shift work, and direct oversight. The platform allows you to stack up to three skills and three certifications per job. Each skill or certification may be classified as follows: 

  • Premium (associated with a fixed salary increase % adjustment), 
  • Fundamental (associated with a 0% adjustment), or 
  • Custom (associated with a salary increase % adjustment that can be customized by the user). 

To learn more about the skills and certifications related to machine learning in ERI’s compensation database or using the adjustments feature in the Assessor Platform, contact us or sign up for a guided tour. 

AI Certifications Shaping the Tech Workforce

Artificial intelligence (AI) is rapidly reshaping the job market, making some jobs obsolete while creating new AI jobs in high demand. To stay competitive in the ever-changing tech industry, employees are increasingly acquiring new skills and certifications specifically related to AI.  With these enhancements to their resumes, employees are aiming for new and expanded roles that grapple with the AI revolution. Innovation is the name of the game, and the job market is quick to respond.  

With datasets updated at least every six weeks, ERI is constantly researching current compensation trends in the labor market, including the emergence of new skills and certifications in the technology sector. To help our customers make the most accurate and up-to-date adjustments to their internal jobs, here is a list of new AI-related certifications recently added to ERI’s robust compensation database: 

AAMC AI in Medicine Certificate 
ABA Certificate in AI and the Practice of Law 
AICPA AI for Finance Certificate 
Anthropic Prompt Engineering Course 
ARTIBA Artificial Intelligence Engineer (AIE) 
ARTIBA Generative AI Engineer (GAIE) 
ASTQB AI Testing Foundation 
ATD AI for Talent Development Credential 
AWS Certified AI Practitioner 
AWS Partner: Generative AI Essentials 
BCS Essentials Certificate in Artificial Intelligence 
BCS Foundation Certificate in Artificial Intelligence 
Berkeley Executive Program in AI Strategy 
Certified AI Transformation Leader (CAITL) 
Certified Artificial Intelligence Consultant (CAIC) 
Certified Artificial Intelligence Engineer (CAIE) 
Certified Artificial Intelligence Prefect – Advanced (CAIPa) 
Certified Artificial Intelligence Prefect (CAIP) 
Certified Artificial Intelligence Scientist (CAIS) 
Certified Health AI Specialist (CHAIS) 
CertNexus AI Ethics Certification 
CertNexus Certified Artificial Intelligence Practitioner (CAIP) 
CertNexus Certified Ethical Emerging Technologist 
CertNexus Generative AI for Business (GENAI-BIZ) 
CFA Institute AI in Investment Management Certificate 
Coursera Generative AI Professional Certificate 
DeepLearning.AI AI for Everyone 
EXIN BCS Artificial Intelligence Essentials 
FAIR Institute AI Risk Quantification Certificate 
Google AI Essentials Certificate 
Google Cloud Certified – Generative AI Leader 
Google Cloud Generative AI for Developers 
HRCI AI in HR Microcredential 
IAPP Artificial Intelligence Governance Professional (AIGP) 
IBM AI Product Manager Professional Certificate 
IBM Applied AI Professional Certificate 
ISACA Advanced in AI Audit (AAIA) 
ISC2 Certified in AI Security 
LinkedIn Learning AI Fluency Certificate 
LinkedIn Learning Generative AI for Business Leaders 
Marketing AI Institute Generative AI Certification 
Microsoft Applied Skills: Build an Azure AI Vision Solution 
Microsoft Applied Skills: Develop Generative AI Solutions with Azure OpenAI 
Microsoft Certified: Azure AI Engineer Associate 
Microsoft Certified: Azure AI Fundamentals (AI-900) 
MIT Professional Education Applied Generative AI 
NVIDIA-Certified Associate: AI in the Data Center 
NVIDIA-Certified Associate: AI Infrastructure and Operations 
OpenAI Prompt Engineering Certificate 
Oracle Cloud Infrastructure AI Foundations Associate 
Oracle Cloud Infrastructure Generative AI Professional 
Pega Certified Generative AI Engineer 
PMI Cognitive Project Management in AI (CPMAI) 
PMI Generative AI Overview for Project Managers 
Salesforce Agentforce Specialist 
Salesforce Certified Agentforce Specialist 
Salesforce Certified AI Associate 
Salesforce Certified AI Specialist 
SAP Certified Associate – SAP Business AI 
Scrum.org Professional Scrum with AI 
ServiceNow Assessment Simulator Micro-Certification (MC) – Virtual Agent 
ServiceNow Certified Implementation Specialist – AI 
SHRM AI+HI Specialty Credential 
UiPath AI Center Specialist 
USAII Certified Artificial Intelligence Consultant (CAIC) 
USAII Certified Artificial Intelligence Engineer (CAIE) 
USAII Certified Artificial Intelligence Scientist (CAIS) 
Wharton AI for Business Specialization 

To learn more about certifications specifically related to machine learning (ML), read Top Machine Learning Certifications in Tech. 

How Is Pay Adjusted for AI Certifications?  

New AI skills and certifications often come with pay premiums, as reflected in the adjustments feature in ERI’s Assessor Platform. Use this feature to customize an internal job title with specific adjustments, including education, skills, certifications (including security clearance), shift work, and direct oversight.  The platform allows you to stack up to three skills and three certifications per job. Each skill or certification may be classified as follows: 

  • Premium (associated with a fixed salary increase % adjustment), 
  • Fundamental (associated with a 0% adjustment), or 
  • Custom (associated with a salary increase % adjustment that can be customized by the user). 

To learn more about the skills and certifications related to artificial intelligence in ERI’s compensation database or using the adjustments feature in the Assessor Platform, contact us or sign up for a guided tour. 

ERI’s 2026 Benefits Benchmarking Survey Highlights

ERI Economic Research Institute recently released its 2026 Benefits Benchmarking Survey, providing an invaluable resource to organizations in the process of building and updating competitive employee benefits packages. In addition to a comprehensive analysis of health care benefits, this 19th edition of the survey includes detailed sections on life and disability insurance, paid time off, retirement, and executive prerequisites. Participation was solicited from employers in the public, private, and nonprofit sectors, as well as government entities in the United States. Data cuts are provided by organization sector, industry group, organization size (number of employees), and geographic region. 

Overview 

While health care continues to be the primary and most expensive employee benefit, there are myriad other benefits to consider in an employee’s total compensation package. Having a well-rounded and clearly communicated benefits package can give an organization an edge to both recruit and retain top talent. Knowledge of the marketplace is powerful, and the ability to benchmark one’s benefits practices with those of other employers in the external marketplace is the first step in evaluating the effectiveness of current and future benefits strategies.  

Benchmarking employer-provided employee benefits is the focus of ERI’s 2026 Benefits Benchmarking Survey. Selected findings based on this year’s survey are presented below, along with some trend information that may be influenced by the mix of survey participants from year to year. Sixty-nine (69) data submissions representing 564,433 employees were received from participants in this survey. Representation by region in the United States is as follows: 

General Benefits 

Sixty-seven percent (67%) of the respondents supplied information on the overall cost of benefits as a percentage of payroll. Of the responding organizations, 63% reported the cost of benefits for executive officer(s) at less than 25% of payroll. Thirty-three percent (33%) reported the cost of exempt employees’ benefits at less than 25% of payroll. Forty-three percent (43%) reported the cost of nonexempt employees’ benefits at less than 25% of payroll. 

The top five employee programs offered by respondents that fall outside the scope of health insurance, life insurance, disability, retirement, and paid time off are paid holidays at 96%, holiday parties at 78%, hybrid workplace at 75%, full-time business casual policy at 67%, and remote workplace at 65%. Forty-five percent (45%) of respondents reported that part-time employees are not eligible for benefits, including paid time off. Eighty-three percent (83%) of respondents reported that retired employees are not eligible for benefits. 

General Health Care Practices 

Most organizations understand the value of providing well-rounded health care coverage that includes medical, dental, and vision benefits. Sixty-seven (67) respondents offered at least one medical plan to full-time employees. Two of the sixty-nine respondents did not offer dental benefits, and three did not offer vision benefits. Of the fifty-one (51) respondents offering details of vision benefits, three included vision as part of the medical plan. The most prevalent primary medical plan offered was a Preferred Provider Organization (PPO) plan, and the most prevalent dental plan offered was a Dental Preferred Provider Organization (DPPO) plan.  

With the cost of health care constantly increasing, organizations need to strike the right balance between cost-saving methods and the provision of attractive benefits that retain and motivate employees. Forty-six percent (46%) of respondents reported increasing employee contributions to premiums as a cost-saving measure. Nineteen percent (19%) of respondents introduced a health promotion and/or wellness program as a cost-saving measure. Twenty percent (20%) of the respondents moved drugs off their prescription drug formulary. 

Medical Benefits 

Eligibility for health care benefits and the type(s) of medical benefits offered to employees are critical decisions for all organizations. Thirty-nine percent (39%) of respondents reported that executives become eligible for health care benefits immediately upon employment and, similarly, 39% of participants reported the same eligibility for exempt employees. Slightly fewer respondents, specifically, 38% of participants, reported that nonexempt employees become eligible for health care benefits immediately upon employment.

This year, the two most popular plan types amongst eligible employees enrolled in health care plans were the Exclusive Provider Organization (EPO), enrolling 51% of employees, and Preferred Provider Organization (PPO), enrolling 43% of employees, followed by Health Maintenance Organization (HMO) plans at 5% and Point-of-Service (POS) at 1%.   

Keeping track of current trends in employer-provided medical benefits can be immensely valuable as organizations strive to strike the right balance between employee and employer costs. The average monthly employee cost for Preferred Provider Organization plans for employee-only coverage was $153.41, up from $144.89 in 2025 but still lower than $159.94 in 2015. The employer cost for employee-only coverage for Preferred Provider Organization plans equaled 81%, the same as in 2025. In this year’s survey, the average deductible reported in a High-Deductible Health Plan (HDHP) arrangement was $2,841, down from $3,102.00 in 2025.  

Many medical plans offer an array of provisions beyond the typical health care benefits that employees have come to expect. Most medical plans offered some form of wellness and/or disease management programs to participants. Fifty-three percent (53%) of plans provide an Employee Assistance Plan (EAP), while 15% offer Complementary and Alternative Medicine (CAM) provisions.  

Life and Disability Insurance 

When employees face accidents, short- and long-term illnesses, and death, life and disability insurance become essential, making these benefits commonplace in most organizations. Ninety-four percent (94%) of respondents offered some form of basic life insurance to employees. Eighty-seven percent (87%) offered supplemental life insurance and 80% of respondents offered supplemental dependent life insurance. Ninety-one percent (91%) of respondents offered long-term disability insurance and 88% offered short-term disability insurance. 

Employee Leave Practices 

How organizations administer time off for employees can be a complicated decision, particularly as employees increasingly value a healthy work-life balance. Fifty-five percent (55%) of respondents offered traditional leave plans that typically consist of vacation, sick time, bereavement, personal leave, holidays, and floating holidays. The average number of fixed holidays among respondents was nine days per year. Forty-five percent (45%) of respondents used a pooled-leave system that combines all or part of paid leave into one pool. The average number of days granted at one year of service in reported pooled-leave plans was eighteen days. The average number of days granted at 10 years of service in reported pooled-leave plans was 30 days. Ease of administration was the most common reason given for using a pooled-leave system. 

Retirement 

Saving for retirement is essential for employees of all ages, so the retirement benefits offered by organizations are an important piece in an employee’s overall total compensation package. Sixty-six (66) of the 69 respondents offered some type of retirement plan to employees. Eighty-three percent (83%) of the organizations providing a retirement plan offered a 401(k) plan. The most common form of vesting schedule in reported defined contribution plans was 100% immediate vesting. 

Executive Perquisites 

In a highly competitive market for top-tier executive talent, organizations often include executive perks, including financial and non-financial benefits, in their executive compensation packages. Sixty-seven percent (67%) of respondents offered at least one executive perquisite. The five most prevalent executive perquisites included association or professional society dues/membership, conference travel expenses, conference registration fees, car or car allowance, and relocation expenses. 

To drill down on actual costs and further details on employer-provided employee benefits in today’s competitive marketplace, please see the full 2026 Benefits Benchmarking Survey report, which is available for purchase by contacting ERI at [email protected] or 1-800-627-3697. For more information on this important annual survey, including the opportunity to participate in next year’s survey, please visit www.erieri.com/salarysurveys/benefits. 

How Can ERI Help? 

Building a competitive employee benefits package that attracts, retains, and motivates employees, while aligning with an organization’s budgetary requirements, is critical for organizations of all sizes. HR and compensation professionals need to stay on top of current trends in employee benefits with data customized to reflect comparable organizations in their market. ERI’s Benefits Benchmarking Survey provides an in-depth report of employer-provided employee non-cash benefits from a broad range of participating organizations, with actual costs and coverage details reported by organization sector (privately and publicly owned for-profit, nonprofit, and government organizations), industry group, organization size (number of employees), and geographic region.  

For a broader analysis, the Benefits solution in ERI’s Salary Assessor provides a robust database of employee benefits data, including information contributed by the Benefits Benchmarking Survey and additional sources of employer-reported data, in an easy-to-use online platform that helps you quickly drill down on the data you need and export customized reports.  

Beyond benchmarking employee benefits data from comparable organizations, HR and compensation professionals need to carefully design, administer, communicate, and maintain their benefits plans. Using the Compensation Management solution in ERI’s Salary Assessor, organizations can efficiently and effectively manage all aspects of their employee benefits packages, including budget adherence and ongoing annual reviews. ERI’s Total Rewards Statement provides a complete breakdown of individual employee pay with employee and employer contributions to optional and mandated benefits, helping organizations communicate their benefits decisions to both stakeholders and employees. ERI is here to help you with all the steps involved in building a competitive employee benefits package, saving you time while ensuring accuracy.  

For more information about ERI’s Assessor Platform, please sign up for a guided tour and let us show you how we can help you create and maintain a competitive benefits package tailored to your organization.  

United States and Canada Minimum Wage Updates – June 2026

 

A sample of city, county and state/province North American minimum wage changes found in ERI’s Geographic Assessor is provided below.

To learn more about how we gather this data please visit our Minimum Wage page.

 

City Changes

Glendale, California minimum wage for hotel workers will increase to $25.00 (effective 7/1/2026) *

Los Angeles, California minimum wage for hotel and airport workers will increase to $25.00 (effective 7/1/2026) *

Santa Monica, California minimum wage for hotel workers will increase to $25.00 (effective 7/1/2026) *

County Changes

Prince George’s County, Maryland minimum wage for service contract workers will increase to $18.10 (effective 7/1/2026) *

State/Province Changes

Alaska minimum wage will increase to $14.00 (effective 7/1/2026)

Alaska minimum wage for school bus drivers will increase to $28.00 (effective 7/1/2026) *

 

* For additional details like business size definitions, hotel employee definitions, tipped employee definitions, additional and upcoming rates, or links to source references please see the Minimum Wage tab in the Geographic Assessor.

 

May 2026 Updates

City Changes

Pasadena, California minimum wage will increase to $18.57 (effective 7/1/2026)

Emeryville, California minimum wage will increase to $20.34 (effective 7/1/2026)

Portland, Oregon minimum wage will increase to $16.80 (effective 7/1/2026) *

County Changes

Oregon non-urban counties minimum wage will increase to $14.55 (effective 7/1/2026) *

State/Province Changes

Oregon standard minimum wage will increase to $15.55 (effective 7/1/2026) *

April 2026 Updates

City Changes

Los Angeles, California minimum wage will increase to $18.42 (effective 7/1/2026)

County Changes

Montgomery County, Maryland minimum wage for large employers will increase to $18.00 (effective 7/1/2026) *

Montgomery County, Maryland minimum wage for mid-size employers will increase to $16.50 (effective 7/1/2026) *

Montgomery County, Maryland minimum wage for small employers will increase to $15.95 (effective 7/1/2026) *

State/Province Changes

British Columbia minimum wage will increase to C$18.25 (effective 6/1/2026)

March 2026 Updates

City Changes

District of Columbia minimum wage will increase to $18.40 (effective 7/1/2026)

District of Columbia minimum wage for tipped employees will increase to $10.30 (effective 7/1/2026) *

Malibu, CA minimum wage will increase to $17.91 (effective 7/1/2026)

State/Province Changes

New Brunswick minimum wage will increase to C$15.90 (effective 4/1/2026)

Yukon Territory minimum wage will increase to C$18.51 (effective 4/1/2026)

February 2026 Updates

City Changes

San Diego, California minimum wage for certain hotels and amusement parks will increase to $19.00 (effective 7/1/2026) *

San Diego, California minimum wage for hospitality employers at certain event centers will increase to $21.06 (effective 7/1/2026) *

State/Province Changes

Prince Edward Island minimum wage will increase to C$17.00 (effective 4/1/2026)

Nova Scotia minimum wage will increase to C$16.75 (effective 4/1/2026)

January 2026 Updates

City Changes

Oakland, California minimum wage will increase to $17.34 (effective 1/1/2026)

Oakland, California minimum wage for hotel employees with health benefits will increase to $18.85 (effective 1/1/2026) *

Oakland, California minimum wage for hotel employees without health benefits will increase to $25.14 (effective 1/1/2026) *

County Changes

San Mateo, California minimum wage for workers in unincorporated county areas will increase to $17.95 (effective 1/1/2026) *

State/Province Changes

New York minimum wage will increase to $16.00 (effective 1/1/2026)

New York minimum wage for tipped employees will increase to $13.30 (effective 1/1/2026) *

New York minimum wage for tipped food service employees will increase to $10.70 (effective 1/1/2026) *

December 2025 Updates

City Changes

Cupertino, California minimum wage will increase to $18.70 (effective 1/1/2026)

Portland, Maine minimum wage will increase to $16.75 (effective 1/1/2026)

County Changes

Boulder, Colorado minimum wage for workers in unincorporated county areas will increase to $16.82 (effective 1/1/2026) *

Boulder, Colorado minimum wage for tipped workers in unincorporated county areas will increase to $13.80 (effective 1/1/2026) *

State/Province Changes

Rhode Island minimum wage will increase to $16.00 (effective 1/1/2026)

November 2025 Updates

City Changes

Flagstaff, Arizona minimum wage will increase to $18.35 (effective 1/1/2026)              

San Diego, California minimum wage will increase to $17.75 (effective 1/1/2026)

Seattle, Washington minimum wage will increase to $21.30 (effective 1/1/2026)

State/Province Changes

Washington state minimum wage will increase to $17.13 (effective 1/1/2026)

Washington state minimum wage for minors will increase to $14.56 (effective 1/1/2026) *

October 2025 Updates

City Changes

Denver, Colorado minimum wage will increase to $19.29 (effective 1/1/2026)

Denver, Colorado minimum wage for tipped workers will increase to $16.27 (effective 1/1/2026) *

State/Province Changes

Manitoba minimum wage will increase to C$16.00 (effective 10/1/2025)

Saskatchewan minimum wage will increase to C$15.35 (effective 10/1/2025)

California minimum wage will increase to $16.90 (effective 1/1/2026)

September 2025 Updates

City Changes

Long Beach, California minimum wage for concessionaire workers will increase to $25.00 (effective 10/1/2025) *

State/Province Changes

Nova Scotia minimum wage will increase to C$16.50 (effective 10/1/2025)

Ontario minimum wage will increase to C$17.60 (effective 10/1/2025)

Prince Edward Island minimum wage will increase to C$16.50 (effective 10/1/2025)

August 2025 Updates

State/Province Changes

Northwest Territories minimum wage will increase to C$16.95 (effective 9/1/2025)

Nunavut minimum wage will increase to C$19.75 (effective 9/1/2025)

Florida minimum wage will increase to $14.00 (effective 9/30/2025)

Florida minimum wage for tipped workers will increase to $10.98 (effective 9/30/2025) *

July 2025 Updates

City Changes

Alameda, CA minimum wage will increase to $17.46 (effective 7/1/2025)

Chicago, IL minimum wage will increase to $16.60 (effective 7/1/2025)

Chicago, IL minimum wage for tipped workers will increase to $12.62 (effective 7/1/2025) *

Chicago, IL minimum wage for youth workers will increase to $16.50 (effective 7/1/2025) *

County Changes

Los Angeles, CA minimum wage for unincorporated areas will increase to $17.81 (effective 7/1/2025) *

June 2025 Updates

City Changes

Portland, Oregon minimum wage will increase to $16.30 (effective 7/1/2025) *

County Changes

Oregon nonurban counties minimum wage will increase to $14.05 (effective 7/1/2025) *

State/Province Changes

British Columbia minimum wage will increase to C$17.85 (effective 6/1/2025)

Oregon standard minimum wage will increase to $15.05 (effective 7/1/2025) *

May 2025 Updates

City Changes

Fremont, CA minimum wage will increase to $17.75 (effective 7/1/2025)

San Francisco, CA minimum wage will increase to $19.18 (effective 7/1/2025)

San Francisco, CA minimum wage for government supported employees will increase to $16.97 (effective 7/1/2025) *

State/Province Changes

Québec minimum wage will increase to C$16.10 (effective 5/1/2025)

Québec minimum wage for tipped employees will increase to C$12.90 (effective 5/1/2025) *

April 2025 Updates

City Changes

Bellingham, WA minimum wage will increase to $18.66 (effective 5/1/2025)

County Changes

Montgomery County, MD minimum wage for large businesses will increase to $17.65 (effective 7/1/2025)*

Montgomery County, MD minimum wage for mid-size businesses will increase to $16.00 (effective 7/1/2025)*

Montgomery County, MD minimum wage for small businesses will increase to $15.50 (effective 7/1/2025)*

State/Province Changes

Yukon Territory minimum wage for will increase to C$17.94 (effective 4/1/2025)

March 2025 Updates

City Changes

Los Angeles, CA minimum wage will increase to $17.87 (effective 7/1/2025)

County Changes

Santa Fe county, NM minimum wage in unincorporated areas will increase to $15.00 (effective 3/1/2025)

Santa Fe county, NM minimum wage for tipped employees in unincorporated areas will increase to $4.48 (effective 3/1/2025) *

State/Province Changes

Newfoundland and Labrador minimum wage for will increase to C$16.00 (effective 4/1/2025)

February 2025 Updates

City Changes

District of Columbia minimum wage will increase to $17.95 (effective 7/1/2025)

Bellingham, WA minimum wage will increase to $18.66 (effective 7/1/2025)

State/Province Changes

Alaska minimum wage for will increase to $13.00 (effective 7/1/2025)

Minimum Wage update

January 2025 Updates

City Changes

Oakland, CA minimum wage will increase to $16.89 (effective 1/1/2025)

Renton, WA minimum wage for large businesses will increase to $20.90 (effective 1/1/2025) *

Renton, WA minimum wage for mid-size businesses will increase to $18.90 (effective 1/1/2025) *

State/Province Changes

Missouri minimum wage for will increase to $13.75 (effective 1/1/2025)

Missouri minimum wage for tipped employees will increase $6.88 (effective 1/1/2025) *

Montana minimum wage for will increase to $10.55 (effective 1/1/2025)

ERI presents minimum wage updates for December 2024.

December 2024 Updates

City Changes

Menlo Park, CA minimum wage will increase to $17.10 (effective 1/1/2025)

Portland, ME minimum wage will increase to $15.50 (effective 1/1/2025)

Portland, ME minimum wage for tipped employees will increase to $7.75 (effective 1/1/2025) *

State/Province Changes

Alaska minimum wage will increase to $11.91 (effective 1/1/2025)

Washington state minimum wage for will increase to $16.66 (effective 1/1/2025)

ERI presents minimum wage updates for November 2024

November 2024 Updates

City Changes

Seattle, WA minimum wage for all employers will increase to $20.76 (effective 1/1/2025)

Belmont, CA minimum wage will increase to $17.95 (effective 1/1/2025)

State/Province Changes

South Dakota minimum wage will increase to $11.50 (effective 1/1/2025)

South Dakota minimum wage for tipped employees will increase to $5.75 (effective 1/1/2025) *

New Jersey minimum wage will increase to $15.49 (effective 1/1/2025)

Minimum Wage updates for October 2024 provided by ERI.

October 2024 Updates

City Changes

Denver minimum wage will increase to $18.81 (effective 1/1/2025)

Denver tipped minimum wage will increase to $15.79 (effective 1/1/2025) *

State/Province Changes

Virginia minimum wage will increase to $12.41 (effective 1/1/2025)

Rhode Island minimum wage will increase to $15.00 (effective 1/1/2025)

Minimum wage updates for September 2024 provided by ERI.

September 2024 Updates

State/Province Changes

Manitoba minimum wage will increase to C$15.80 (effective 10/1/2024)

Saskatchewan minimum wage will increase to C$15.00 (effective 10/1/2024)

Prince Edward Island minimum wage will increase to C$16.00 (effective 10/1/2024)

August 2024 Updates

State/Province Changes

Northwest Territories minimum wage will increase to C$16.70 (effective 9/1/2024)

Florida minimum wage will increase to $13.00 (effective 9/30/2024)

Florida minimum wage for tipped workers will increase to $9.98 (effective 9/30/2024) *

Ontario minimum wage will increase to C$17.20 (effective 10/1/2024)

July 2024 Updates

City Changes

Berkeley, CA minimum wage will increase to $18.67 (effective 7/1/2024)

Emeryville, CA minimum wage will increase to $19.36 (effective 7/1/2024)

Chicago, IL standard minimum wage will increase to $16.20 (effective 7/1/2024) *

Chicago, IL standard tipped minimum wage will increase to $11.02 (effective 7/1/2024) *

County Changes

Cook County, IL minimum wage will increase to $14.05 (effective 7/1/2024)

June 2024 Updates

City Changes

San Francisco, CA minimum wage will increase to $18.67 (effective 7/1/2024)

Portland, OR metro area minimum wage will increase to $15.95 (effective 7/1/2024) *

County Changes

Oregon nonurban counties minimum wage will increase to $13.70 (effective 7/1/2024) *

State/Province Changes

Nevada minimum wage will increase to $12.00 (effective 7/1/2024)

Oregon standard minimum wage will increase to $14.70 (effective 7/1/2024) *

May 2024 Updates

City Changes

Renton, WA minimum wage for large employers will increase to $20.29 (effective 7/1/2024) *

Renton, WA minimum wage for small employers will increase to $18.29 (effective 7/1/2024) *

Fremont, CA minimum wage will increase to $17.30 (effective 7/1/2024)

State/Province Changes

Puerto Rico minimum wage will increase to $10.50 (effective 7/1/2024)

April 2024 Updates

City Changes

Los Angeles minimum wage will increase to $17.28 (effective 7/1/2024)

Los Angeles minimum wage for hotel workers will increase to $20.32 (effective 7/1/2024) *

County Changes

Unincorporated Los Angeles County minimum wage will increase to $17.27 (effective 7/1/2024)

State/Province Changes

British Columbia minimum wage will increase to C$17.40 (effective 6/1/2024)

Minimum Wage Update for March 2024 From ERI

March 2024 Updates

City Changes

Santa Monica, CA minimum wage will increase to $17.27 (effective 7/1/2024)

Minneapolis, MN minimum wage for small employers will increase to $15.57 (effective 7/1/2024) *

State/Province Changes

New Brunswick minimum wage will increase to C$15.30 (effective 4/1/2024)

Québec minimum wage will increase to C$15.75 (effective 5/1/2024)

Québec minimum wage for tipped employees will increase to C$12.60 (effective 5/1/2024) *

ERI announces minimum wage update for February 2024.

February 2024 Updates

City Changes

District of Columbia minimum wage will increase to $17.50 (effective 7/1/2024)

District of Columbia minimum wage for tipped employees will increase to $10.00 (effective 7/1/2024) *

Tukwila, WA minimum wage for employees of mid-sized employers will increase to $19.29 (effective 7/1/2024) *

State/Province Changes

California minimum wage for fast food workers will increase to $20.00 (effective 4/1/2024) *

Minimum wage update 2024

January 2024 Updates

City Changes

Flagstaff, AZ minimum wage will increase to $17.40 (effective 1/1/2024) *

Flagstaff, AZ minimum wage for tipped employees will increase to $15.90 (effective 1/1/2024) *

County Changes

Cook County, IL minimum wage will increase to $14.00 (effective 1/1/2024)

Cook County, IL minimum wage for tipped employees will increase to $8.40 (effective 1/1/2024) *

State/Province Changes

Maryland minimum wage will increase to $15.00 (effective 1/1/2024)

Maryland minimum wage for youth employees will increase to $12.75 (effective 1/1/2024) *

Montana minimum wage will increase to $10.30 (effective 1/1/2024)

ERI announces minimum wage rates for December 2023

December 2023 Updates

City Changes

Sonoma, CA minimum wage for large employers will increase to $17.60 (effective 1/1/2024) *

Sonoma, CA minimum wage for small employers will increase to $16.56 (effective 1/1/2024) *

County Changes

Boulder County, CO (unincorporated areas only) minimum wage will come into effect at $15.69 (effective 1/1/2024)

Boulder County, CO (unincorporated areas only) minimum wage for tipped employees will come into effect at $12.67 (effective 1/1/2024) *

State/Province Changes

Arizona minimum wage will increase to $14.35 (effective 1/1/2024)

Arizona minimum wage for tipped employees will increase to $11.35 (effective 1/1/2024) *

ERI Announces Minimum Wage Rates for November 2023

November 2023 Updates

City Changes

Seattle, WA minimum wage for all large employers and for small employers whose employees do not receive a specified amount of medical benefits and tips will increase to $19.97 (effective 1/1/2024) *

Seattle, WA minimum wage for small employers whose employees do receive a specified amount of medical benefits and/or tips will increase to $17.25 (effective 1/1/2024) *

Tukwila, WA minimum wage for large employers will increase to $20.29 (effective 1/1/2024) *

Tukwila, WA minimum wage for small employers will increase to $18.29 (effective 1/1/2024) *

State/Province Changes

Ohio minimum wage will increase to $10.45 (effective 1/1/2024)

Ohio minimum wage for tipped employees will increase to $5.25 (effective 1/1/2024) *

 

Do Geographic Pay Differentials Account for Inflation?

In today’s dynamic global economy, rising inflation has far-reaching effects at all organizational levels. From budgeting for essential materials and sourcing suppliers to employee buying power and how salary increases impact employee motivation, inflation is on everyone’s mind. ERI’s Assessor Platform, backed by over 35 years of compensation research, has tracked the ebb and flow of inflation over time, with data updated every six weeks (or whenever special circumstances warrant an update) to keep our finger on the pulse of current trends in the labor market. Frequent dataset updates are a key part of maintaining the accuracy of ERI’s Assessor Series, leading many to wonder how specific economic trends are incorporated into our robust compensation database. Looking specifically at cost of living and inflation, we were asked, “Does ERI account for inflation when updating geographic pay differentials?” Our response below seeks to offer some context for HR and compensation professionals concerned about the impacts of inflation. 

Cost of living and inflation are primarily employee-expense based, while cost of labor and geographic pay differentials are employer-pay oriented. As a result, geographic pay differentials can reflect the long-term effects of inflation as market pay levels adjust, but they are not designed to capture short-term inflationary swings in real time. Inflation can move more quickly and more sharply than labor costs, both upward and downward, so updates to geographic pay differentials will more likely reflect sustained trends rather than immediate fluctuations. 

Over time, these measures are often correlated. Locations with a higher cost of living tend to develop higher market pay levels, which, in turn, can contribute to higher local living costs. Geographic pay differentials are intended to reflect pay variation across geographic areas, whereas broader national increases in the cost of living are more appropriately captured in changes in average U.S. salary levels over time. Those salary changes, however, also tend to occur with some lag and are typically less volatile than inflation itself. 

When considering the more immediate impacts of inflation, pay adjustments for sudden inflationary increases are typically handled as short-term or one-time adjustments rather than incorporated into base pay, as inflation spikes are often temporary. To support this, ERI’s Salary Assessor provides useful tools for planning short-term or one-time adjustments, such as a cost-of-living stipend. Using the Benefits feature in the Total Rewards section of Compensation Management, subscribers can add a cost-of-living stipend under Additional Benefits and then apply the stipend to relevant employee(s) in the Employee List. By exporting and sharing a Total Rewards Statement, employees will be able to see the Additional Benefits that they have been allotted. 

Use ERI’s Compensation Management platform to plan and communicate cost-of-living stipends in a Total Rewards Statement.

ERI has been aggregating and analyzing salary survey data for over three decades, with data accuracy remaining our top priority throughout that time. We have tracked compensation for thousands of job titles through myriad economic cycles, including periods of high and low inflation, and are continuously evaluating trends in the labor market to provide subscribers with the most timely and reliable cost-of-labor and cost-of-living data available.  

To learn more about current trends in compensation movement and the labor market, read ERI’s latest National Compensation Forecast or sign up for our next Compensation Trends Webinar 

For questions about how ERI’s Assessor Platform can help you make data-driven decisions about geographic pay differentialscost of living, comprehensive compensation management, and more, please sign up for a guided tour. 

New Jobs Created by Artificial Intelligence

As artificial intelligence (AI) revolutionizes the way that organizations operate around the globe, many are concerned about AI potentially reshaping and replacing jobs, such as writers, graphic designers, and software engineers. While that is a valid concern worthy of further investigation, on the other hand, this rapidly developing technology has also created a host of new jobs that specialize in AI. With datasets updated at least every six weeks, ERI is constantly researching current compensation trends in the labor market, including the emergence of new jobs in technology. To that end, here is a list of new AI-related job titles recently added to ERI’s robust compensation database: 

AI Agent Developer 
AI Agent Engineer 
AI Artist 
AI Conversation Designer 
AI Developer 
AI Forward Deployed Engineer 
AI Governance and Data Director 
AI Infrastructure Engineer 
AI Knowledge Architect 
AI Model Trainer 
AI Operations Specialist 
AI Policy Analyst 
AI Product Manager 
AI Products Director 
AI Products Vice President 
AI Software Engineer 
AI Solutions Architect 
AI Strategist 
Artificial Intelligence Architect 
Artificial Intelligence Consultant 
Artificial Intelligence Engineer 
Artificial Intelligence Researcher 
Artificial Intelligence Specialist 
Chief Artificial Intelligence Officer 
Director Artificial Intelligence 
Director Generative AI 
Infrastructure Engineer 
Management Analyst 
Technical Subject Matter Expert 
Vice President Artificial Intelligence 
Vice President of AI Strategy 

The list above is a sample of new AI-related job titles recently added to the Assessor Platform, with new job titles incorporated regularly. To learn more about the various job title’s available in the Assessor Platform, including AI-related roles, browse by category or search for a specific role in our job titles list.   

If you cannot find a desired job title using the Search Jobs engine within an Assessor application, click “Suggest a Title” to submit a job title and job description. ERI researchers will analyze the title and description in order to consider adding it to the Assessor Series database. 

ERI has also developed a variety of AI-powered features to help HR professionals efficiently and accurately manage compensation.  From AI-Generated Job Descriptions and AI Job Matching to AI Pay Grades and our cutting-edge AI Job Growth Model, named “CompAtlas,” ERI is committed to reducing time spent on repetitive tasks, improving data accuracy, and enhancing decision making in complex compensation work. 

The Future of AI at ERI 

As AI technology evolves, ERI remains focused on responsible implementation, with solutions anchored in research, data integrity, and practical applicability. Every model we build is designed to enhance clarity, consistency, and confidence for compensation professionals.  

At its core, ERI’s AI strategy is about augmenting expertise with intelligence by combining decades of compensation knowledge with modern AI innovation to solve real-world problems with accuracy and insight.  

To learn more about new AI-related jobs or ERI’s AI-powered features, please try a free demo or sign up for a guided tour today!  

National Price Level Index

Understanding the National Price Level Index: A Key Metric for Economic Analysis

The National Price Level (NPL) Index is highly regarded in economic analysis and serves as a barometer of a nation’s overall price levels, providing invaluable insights into inflation, purchasing power, and economic health. This blog will discuss what the NPL Index is and why it matters.

What Is the National Price Level Index?

The National Price Level Index is a statistical measure used to monitor the average fluctuations in local prices of a set market basket of goods and services consumed over a one-year period. They compare current price levels to those of a base period, usually referencing a specific base year.

How Is It Calculated?

The NPL Index is the ratio of purchasing power parities (PPPs) to market exchange rates.

PPP Value / Exchange Rate to U.S. Dollar = National Price Level Index 

  • National Price Level Index (NPL): This indicator measures the different general price levels between countries. The NPL is measured as an index using the U.S. NPL value as the reference base. For our National Price Level Index calculations, we use the annual average exchange rates correlated to the PPP value.
  • Purchasing Power Parities (PPPs): These are currency conversion metrics intended to align the purchasing strength of various currencies by eradicating disparities in price levels across nations. PPPs ensure that a given amount of money has the same purchasing power across different countries. The market basket of goods and services represents all related items that are involved with final expenditures, including final household and government consumption expenditures, investments in physical assets, and net exports. This measure is expressed in terms of the national currency per one U.S. dollar.
  • Exchange Rates: This measure represents the value of one country’s currency relative to another country’s currency. Please note that exchange rates constantly fluctuate.

Why Is It Important?

The National Price Level Index offers valuable perspectives for consumers. Here are some common uses: 

  • Inflation Monitoring: The NPL Index is valuable for monitoring inflationary trends within an economy. Central banks and policymakers closely monitor this index to estimate the effectiveness of monetary policies and make informed decisions about interest rates. 
  • Purchasing Power Analysis: Changes in price levels directly impact the purchasing power of consumers. By tracking the price index, economists and policymakers can assess how changes in prices affect consumers’ ability to buy goods and services in a specific country. 
  • Economic Health Assessment: Fluctuations in the price index can indicate broader economic health. Sustained increases in price levels may signal overheating or inflationary pressures, while prolonged declines could indicate deflationary risks or economic slowdowns. 
  • Policy Formulation: Governments and central banks utilize data from the price index to formulate and adjust economic policies. For instance, if inflation exceeds a target range, central banks may increase interest rates to mitigate inflationary pressures. 

Limitations and Challenges

While the National Price Level Index provides useful insights, it also comes with limitations and challenges. Here are some common issues: 

  • Basket Composition: The market basket of goods and services may not accurately reflect individual spending patterns. 
  • Quality Changes: Price changes may not solely reflect inflation, as they can also result from improvements or variations in the quality of goods and services. 
  • Substitution Bias: The price index may not account for consumers’ ability to substitute cheaper alternatives when prices rise, potentially overstating inflation. 

Why Use ERI Economic Research Institute’s Data?

The National Price Level Index is a helpful addition to understanding geographic differentials, serving as a supplemental tool for economists, policymakers, businesses, and consumers alike. By tracking changes in price levels over time in different countries, this index offers valuable insights into inflation, purchasing power, and overall economic health. However, it is important to recognize their limitations and interpret the data judiciously to make informed decisions and policies that promote economic stability and growth.  

ERI’s Assessor Platform provides professionals with data-driven insights to understand the cost of labor and cost of living in multiple locations, including countries outside of the U.S. and Canada. Utilize and customize our Assessor Platform applications, such as the Geographic Assessor, to better comprehend geographic differentials and make well-informed business decisions. 

Master List of Price Level Index by Country

CountryValueYOY % Change
Albania42.68.6
Argentina45.8-0.3
Australia87.9-2.5
Austria81.35.8
Belgium80.65.8
Brazil45.8-0.8
Bulgaria45.48.1
Cabo Verde46.4-0.9
Cameroon32.73
Canada82.1-2.3
Chile47.63
China47.3-3.6
Colombia36.53.1
Costa Rica59.1-1
Croatia52.78.4
Cyprus64.34.7
Czechia596.7
Denmark91.94.7
Estonia65.85.5
Finland84.43.4
France763.1
Georgia32.7-1.1
Germany79.75.1
Greece59.15.9
Hong Kong SAR71.91.7
Hungary51.67.5
Iceland114.711.6
India23.1-5.5
Indonesia28.7-4.2
Ireland84.45.2
Israel100.76.4
Italy68.55.5
Japan63.51.7
Korea57.1-3.9
Latvia56.65.3
Lithuania56.97
Luxembourg93.66
Madagascar28.92.9
Malta65.94.8
Mexico52.4-3.2
Morocco39.93.4
Netherlands83.75.7
New Zealand85.8-3.2
North Macedonia34.50.5
Norway86.71.9
Poland51.96
Portugal59.97.2
Romania43.76.7
Russia31.4-1.8
Saudi Arabia46.6-5.3
Senegal35-1.6
Serbia41.70.9
Singapore60.21.3
Slovak Republic57.55.8
Slovenia62.65
South Africa41.52.4
Spain645.1
Sweden86.57.6
Switzerland111.30.7
Turkey38.49.1
United Kingdom88.23.9
United States1000
Zambia28.2-13.7

Table 1: National Price Level Index Master List – This table reflects the National Price Level Index by country. Data are updated as of April 28, 2026. Base reference: U.S. Average = 100

AI-Generated Job Descriptions with ERI

Since 1989, ERI has utilized the latest technology and statistical methods to automate compensation tasks to save subscribers time and money. At ERI, our approach to artificial intelligence (AI) is rooted in practical solutions that solve real world challenges. We have initiatives in three areas: reducing time spent on repetitive tasks, improving data accuracy, and enhancing decision-making in complex compensation work.  

Our philosophy is simple: AI should make professionals more effective and strategic. It should amplify expertise, ensure consistency, and uncover insights that would otherwise remain hidden in data. To this end, ERI has developed a suite of AI-powered features, including AI-Generated Job Descriptions, to help HR professionals efficiently and accurately manage compensation. 

What Is a Job Description? 

As defined in ERI’s guide, “How to Write Job Descriptions That Optimize Your Workforce,” a job description is a Human Resources instrument that explains the who, what, when, where, why, and how of a job. The job description explains a job’s placement within an organization and outlines the essential duties and typical functions performed by an incumbent. A thorough job description should answer these questions: 

Who is this person within the organization? 

Why does this job exist? 

What duties does this job entail? 

How are these duties performed? 

When are these duties performed? 

Where are these duties performed? 

A job description traditionally begins with a job analysis, which entails researching and surveying a position to discover and extensively document facts about a job. The job analysis can also lead to gathering valuable data detailing the expected level of working knowledge, skills, and abilities required to perform the essential duties. The completed job description document serves as the official record for a job – the result of a thorough job analysis, discovering the technical aspects that characterize a role.  

Why Are Job Descriptions Important? 

The job content ascertained from a job analysis provides line of sight to specific job responsibilities, business context, and connections with other jobs. The end result is a job description, which HR and compensation professionals can use in various contexts. Whether the focus is employment law and compliance, organization culture, or total rewards and performance management, having knowledge and access to accurate, detailed job descriptions is essential.  

Job descriptions are relied upon for myriad decisions, from setting performance standards, training plans, and career development plans to staffing decisions and organization development. These descriptions communicate the details of jobs to an array of important stakeholders. Most organizations collect job content information that explains the allocation of effort and time spent on specific duties and responsibilities. The use of this data has far reaching implications, such as recruitment, mentoring and coaching, organization effectiveness, compliance, and FLSA overtime exemption assignment, to name a few.  

What Are the Benefits of AI-Generated Job Descriptions?  

Collecting job content information from scratch and then writing job descriptions by hand can be incredibly time consuming and prone to inconsistencies. Job descriptions often rely on individual judgment to interpret the roles and responsibilities of each job. This subjectivity can lead to inaccurate or incomplete job descriptions, a problem that can trickle down to impact job matchingbenchmarkingpay equity, and more. ERI’s AI-powered job description writing tool solves this problem by objectively analyzing the language and context of each job, ensuring consistent, data-backed descriptions of each unique role.  

ERI’s AI-Generated Job Descriptions leverage the efficiency of modern artificial intelligence with an extensive job content database. By analyzing the detailed descriptions in ERI’s robust salary survey database, spanning over 35 years of occupational data research and best practices, our platform captures the true meaning and context behind each position. Backed by our research expertise, each job description includes comprehensive detail, with the specific duties, responsibilities, requirements, and scope of work tailored to each job title, even for niche roles. What’s more, ERI’s AI-Generated Job Descriptions can be edited easily and customized to the specific needs of each organization. 

As organizations grow to include employees across diverse landscapes, ERI’s AI Job Description tool ensures consistency at scale. Rather than aggregating job descriptions analyzed and written by HR and compensation professionals in disparate locations, potentially resulting in inconsistencies and inaccuracies, our AI-powered platform standardizes terminology and descriptions across teams with varying functions and geographic contexts. This results in faster, more accurate job descriptions, helping compensation professionals make decisions with confidence and focus more on strategic planning.  

Use ERI’s AI Job Description tool to effortlessly write comprehensive job descriptions that can be edited and tailored to your organization.

The Future of AI at ERI  

As AI technology evolves, ERI remains focused on responsible implementation, with solutions anchored in research, data integrity, and practical applicability. Every model we build is designed to enhance clarity, consistency, and confidence for compensation professionals.  

At its core, ERI’s AI strategy is about augmenting expertise with intelligence by combining decades of compensation knowledge with modern AI innovation to solve real-world problems with accuracy and insight. 

To learn more about the AI job description generator in ERI’s Assessor Platform, please try a free demo or sign up for a guided tour of ERI’s AI-powered features today! 

From Manual Spreadsheets to Automated Compensation Planning

HR and compensation experts face the challenge of keeping track of many moving parts as compensation management encapsulates various complicated tasks and responsibilities, such as salary benchmarking, pay structure design, and compliance monitoring, to name a few. All these tasks that compensation specialists are responsible for work to ensure the successful implementation of an organization’s greater compensation philosophy and strategy.  

As compensation teams grow, the scope of what they can achieve becomes realized through coordination made infinitely easier through smarter technology. Compensation management software, such as ERI’s Assessor Platform, was specifically developed to automate and integrate compensation tasks, allowing teams to shift from a reactive approach to a more strategic and streamlined process.  

Using compensation management software, compensation specialists can move beyond outdated work processes, optimizing the time spent on manual and repetitive tasks to focus on more proactive responsibilities that require deeper deliberation. ERI’s suite of Compensation Management features help automate tasks by integrating reliable market data with features that take the tedium out of manual tasks – such as job description drafting and job matching – and improve pay accuracy. Instead of relying on bloated and outdated spreadsheets and sources, teams can use ERI’s Salary Assessor to quickly analyze compensation trends, evaluate internal pay equity, and build structured frameworks.  

Why Does My Approach to Compensation Management Matter? 

Compensation management drives business performance by aligning employee pay with company goals. When done effectively, compensation planning aids in controlling labor costs, reducing legal risks, and ensuring internal equity.  

However, compensation planning has often been managed through manual and homegrown spreadsheets in Excel. Spreadsheets have long been a familiar tool for HR and compensation professionals as they are flexible, relatively easy to use, and widely accessible. But, as organizations grow in size and scale, spreadsheets that were once a reliable solution can begin to reveal significant limitations.  

Why Do Manual Spreadsheets Fall Short for Compensation Management? 

Here are a few issues and limitations that HR and compensation professionals could experience when relying solely on manual spreadsheets: 

  • Increased risk of errors: Besides being a tedious and laborious process, manual data entry and management could potentially introduce a high risk of human error. Misplaced numerical values and formulas could lead to inaccurate salary adjustments, budget miscalculations, or even compliance issues as these errors may go undetected. 
  • Limited scalability: With expansion comes the need to scale an organization’s compensation planning. Managing compensation for hundreds or thousands of employees across multiple locations, roles, and pay structures can be difficult to sustain in a spreadsheet-based system. Moreover, the complexity of compensation in a growing organization may become nearly unmanageable when relying on spreadsheets alone. 
  • Version control: In many cases, compensation management requires the involvement of multiple team members, including department managers, in a review process that requires managing different versions of spreadsheets, potentially causing problems. For example, there could be conflicting versions, inconsistencies, overwritten data, or unclear ownership, introducing confusion and slowing down the entire pay cycle.  
  • Security concerns: An organization’s compensation information is highly sensitive, and spreadsheets shared through email or stored on local drives can be vulnerable to unauthorized access.  

How Does Automation Transform Compensation Management?  

The shift from manual spreadsheets to automated compensation cycles is a tactical transformation. In short, automated compensation cycles refer to the use of specialized compensation management software platforms to manage an organization’s entire compensation process. These compensation management software platforms enable organizations to operate and manage compensation with greater efficiency and accuracy by centralizing data and streamlining workflows. 

With automation comes the ability to easily integrate reliable market data directly into the compensation process, as achieved using ERI’s Salary Assessor. ERI’s compensation database houses over three decades of historical data, and salary data are continuously updated every six weeks to ensure market accuracy. Additionally, accurate salary benchmarking information allows organizations to make data-informed decisions, compare internal salaries against market rates, and justify compensation decisions at all structural levels.  

What Are the Key Benefits of Automation in Compensation Management Software? 

Here are a few of the seemingly endless benefits of automated compensation platforms:  

  • Improved accuracy and data integrity: Data syncing and system-supported calculations reduce the need for manual data entry and the input of complex formulas. Most compensation management software incorporates pay validation tools to ensure that compensation decisions are based on accurate and consistent data and formulas, minimizing the risk of costly errors and miscalculations.  
  • Realtime insights and analytics: HR and compensation professionals can access the most accurate and timely data at any point during a compensation cycle. As mentioned, ERI’s robust database is updated every six weeks to ensure that users can access and utilize ERI data to validate pay structures, benchmark roles, and conduct pay equity audits, as needed. This real-time visibility allows organizations to gain valuable insights rooted in market data.  
  • Streamlined workflows: Automated compensation platforms also enable organizations to design structured workflows with defined roles and permissions. For instance, ERI’s Salary Assessor supports manager/team collaboration through the Manager Audit Tool. A user can easily delegate certain tasks, such as assisting with setting performance evaluations for individual employees, to others within their organization.  
  • Enhanced compliance and auditability: Pay transparency and equity are prime concerns for all organizations regardless of size. Automated work systems provide documentation, audit trails, and reporting capabilities to ensure compliance on multiple levels.  
  • Scalability and flexibility: Compensation management software provides the ability for compensation structures to easily scale with the organization as they grow. Whether managing compensation for a small team or a global workforce, a compensation management system can accommodate varying levels of complexity and allow for customization based on an organization’s policies, compensation structures, and geographic considerations.  
  • Stronger data security: Centralized platforms also offer security features, access controls, encryptions, and secure cloud storage, ensuring that sensitive compensation information is protected under layers of security and only accessible to authorized users.  

Most importantly, automated compensation cycles fundamentally change the scope of the role of HR and compensation professionals. As organizations move from manual spreadsheets to compensation management software, compensation teams can focus on higher-value tasks, such as compensation strategy development and data analysis.  

The Salary Assessor as Your Compensation Management Solution 

The foundation of ERI’s Salary Assessor has always been data, but this solution also provides essential tools that HR and compensation professionals can utilize for efficient and effective compensation cycles and work processes. With new AI capabilities, the Salary Assessor is a robust platform with innovative features created to support scalable compensation management and administration. Consider these valuable resources: 

  • Pay structure development: The Pay Grade feature in Compensation Management simplifies pay structure development, allowing users to upload and maintain their organization’s salary structures. It also enables the customization of pay grades, easily adjusting salary structures to continuously reflect market or organizational changes. The Pay Grade feature includes several charts to help the user view various pay grades and overlaps in the structure and also includes the option to add geographic markets to the pay grade structures and choose localization options for each market. Additionally, ERI’s AI Pay Grade Creation tool accelerates this process even further, generating complete and editable pay grade structures with jobs already assigned to corresponding grades or levels. 

Figure 1. Use ERI’s Pay Grade tool to define and manage pay structures that exist within an organization.

  • Salary benchmarking: ERI’s salary benchmarking solution prioritizes data accuracy to ensure that every compensation decision is market-driven and defensible. Users can upload and compare multiple survey sources using the Survey Management feature to build competitive compensation packages based on data from all their survey vendors.  
  • Job Matching: Time-consuming job matching becomes exponentially easier with ERI’s new AI Job Matching tool. Users can instantly align internal job titles with ERI’s top five most relevant roles, leading to expedited and accurate salary benchmarking. Additionally, subscribers can quickly generate detailed job descriptions with the AI Job Description Writing tool, including comprehensive duties and responsibilities tailored to job titles, to improve and inform job matching decisions.  
  • Workforce Insights: Use the Pay Equity tool in Compensation Management to identify potential pay gaps between employees in protected groups. Additionally, address subordinate-versus-supervisor pay compression risks using ERI’s Compression Check feature.

Figure 2. Use the Pay Equity tool to identify potential pay gaps based on user-defined protected groups.

  • Coordination and complianceThe Manager Audit tool allows a coordinator to delegate tasks to other department managers for processes such as merit and pay reviews. Additionally, the Notifications Report alerts users to check any potential FLSA and minimum wage compliance issues. 
  • HRIS integration: Our secure HRIS integration process syncs ERI’s software with a user’s HCM/HRIS platform, pulling employee data and records to efficiently upload and update whole employee lists. This expedites importing employee information and ensures that you are always accurately pulling the necessary data straight from your original employee data repository.  
  • Compensation budgeting and scenario modeling: The Budget feature in Compensation Management allows users to set department-level budgets for pay elements, such as salary increases or incentives, and then track actual compensation costs against those targets as information changes.  

Figure 3. Use the Budget tool in Compensation Management to model, plan, and implement salary increases or incentives by departments.

  • Salary increases forecastingAdditionally, ERI’s homegrown AI Job Growth Model, CompAtlas, uses our proprietary transformer to forecast compensation changes over time, delivering granular insights on occupation-based salary increases to inform future pay decisions.  

Are you interested in seeing how ERI can transform the way you approach compensation? Click here for a free demo to get started today!  

Top 10 Highest-Paid Nonprofit CEOs in California in 2026

Although executive pay, in general, has been often closely examined, nonprofit CEO compensation has been especially scrutinized as the function of nonprofit organizations is typically to fulfill a specific mission statement, frequently to the benefit of community-based values or ideals. Because of the ethical and legal optics that are tied to how tax-exempt organizations operate, nonprofit CEO pay is shaped by regulatory oversight, mission alignment, and funding structures. 

What Determines Nonprofit CEO Pay? 

Many may not associate higher executive pay with nonprofit organizations, but fair and reasonable compensation, especially at the executive level, ensures that a nonprofit can operate smoothly while maintaining its mission. Similar to for-profit organizations, nonprofit CEO pay is determined by various elements: 

  • Organization Size and Budget: The scale and scope of a nonprofit is a large determinant of how much an executive is paid at the tax-exempt organizations. Critical metrics, such as the total operating budget, number of employees, program scope, and more, are used to set appropriate executive pay. Because larger organizations usually require larger budgets, CEOs at these organizations can earn higher pay due to the complexity of managing sizeable budgets and operations. 
  • Funding: The complexity and composition of a nonprofit’s funding programs can ultimately affect executive pay at these organizations. For instance, organizations that are supported by diversified funding sources may offer more competitive executive compensation packages. Diversified funding can be sourced from grants, government funding, and major donors. 
  • Board of Directors: One of the most important influences on nonprofit executive pay, the board of directors is typically responsible for ensuring that compensation is fair and transparent while aligning with an organization’s mission and resources. Directors involved in pay decisions should be independent and free of conflicts of interest. They often rely on market data, organizational budget and funding, and any applicable legal and regulatory standards to ensure that executive compensation is defensible and compliant.  

To learn more, see ERI’s “Guide To Setting Nonprofit Executive Compensation.” 

Top 10 Highest-Paid Nonprofit CEOs in California  

As tax-exempt organizations take center stage, nonprofit executive compensation continues to stay relevant. Based on 2025 data, the chart below highlights the top 10 highest-paid nonprofit CEOs in the state of California from highest to lowest Total Cash (Base + Incentives). Based on 2025 compensation data from filings and reports, the chart below highlights the top 10 highest-paid nonprofit CEOs in California, ranked from highest to lowest by total cash compensation, which includes base pay and incentive compensation.

Company Name Title Total Cash
Kaiser Foundation Health Plan Inc Gregory Adams Chairman & CEO $12,567,386
Sutter Health Warner Thomas President & CEO $8,705,274
Delta Dental of California Castro Michael J Chief Executive Officer $6,909,365
Credit Unions in the State of California Gary Rodrigues President & CEO $6,705,661
Motion Picture Association Inc Charles Rivkin Chairman & CEO $4,284,073
Educational Employees Credit Union Elizabeth Dooley CEO $3,304,415
Adventist Health System-West Heinrich Kerry Director/CEO $3,302,428
Scan Health Plan Jain Md Sachin H President & CEO $3,268,166
San Diego County Credit Union Teresa Campbell CEO & President $3,100,634
Emanate Health Rajesh Sharma President $2,411,826

Nonprofit CEO pay should reflect a balance between an organization’s mission, financial stewardship, and the necessity to attract and retain capable and innovative leadership. Using ERI’s Nonprofit Comparables Assessor, HR and compensation professionals can accurately set competitive and fair pay for nonprofit executives.  

For a more detailed breakdown of executive compensation in the nonprofit sector, turn to ERI’s Nonprofit Comparables Assessor today and take advantage of these features:   

  • Calculate average competitive nonprofit compensation levels, along with user-defined ranges and percentiles. 
  • Review compensation data collected from nonprofit organizations’ IRS Forms 990, 990-EZ, and 990-PF in easy-to-interpret interactive graphs and tables.  
  • Generate benchmark reports based on salary data from comparable peers in tax-exempt and/or for-profit organizations.   
  • Group peer organizations, including for-profit data, with the detailed compensation comparables needed for a “rebuttable presumption of reasonableness” that protects an organization from the imposition of intermediate sanctions taxes, penalties, and interest by the IRS (IRC 4958).  

ERI’s Assessor Platform helps HR and compensation analysts confidently grasp how executive salaries compare in their specific industry and make the most accurate data-driven decisions.Turn to ERI to conduct a more strategic nonprofit executive compensation analysis that will ensure that executive pay remains fair, defensible, and competitive.  

Click here for a free demo today!