Training Example: Payscale – Review the Data, Give Your Score & Compare to the Real AI Evaluation

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See Payscale in actionDiscover how Payscale’s exceptional data quality, scalable compensation technology, and services can help you know the what and why behind pay.The ID is set to default '5900', don't forget to update it if needed.TODAY'S REALITYReactive, centralized, annualSiloed compensation processes Compensation owned by a centralized team Outdated, lagging market data Teams operating from separate playbooks Disconnected decisions creating hidden risk THE INTELLIGENCE FUTUREProactive, distributed, continuousFaster, defensible compensation decisions Compensation enabled across the business Frictionless workflows across every team One unified, continuously refreshed strategy Intelligence at the moment of decision
[H3] You own the strategy. We give you the system.
Market data, planning tools, and analytics in one connected platform — so you can build structures, run cycles, and brief leadership with board-ready reports.‍✓ Build and maintain competitive pay structures✓ Run merit cycles that reflect strategy, not spreadsheets✓ Analyze pay equity with auditable methodology✓ Brief leadership with board-ready reportsGet a DemoContact Sales80%reduction in time spent on market pricing and analysis“We’ve cut our process time down by at least 80%.”Chris SDirector of Compensation & HRIS, ACTS Retirement-LifeView case study →
[H3] Compensation touches every HR workflow.
Payscale connects pay data to your HRIS so offers, reviews, and planning stay in sync.‍✓ HRIS integrations that keep data flowing✓ Offer modeling with real-time market context✓ Turnover risk analysis tied to pay position✓ Onboarding new roles with instant benchmarkingGet a DemoContact Sales65%faster creation of total rewards statements and communicationsCheyenne Regional Medical Center (Paycycle implementation) Reduced compensation cycle work from months to weeks (≈ 60-70% faster overall process).View case study →
[H3] Every business decision has a comp consequence.
Workforce cost modeling, pay equity risk exposure, and competitive benchmarking — all in dashboards leadership can trust.‍✓ Board-ready compensation dashboards✓ Workforce cost modeling by scenario✓ Pay equity risk exposure reporting✓ Competitive benchmarking across talent marketsGet a DemoContact Sales3.2xfaster delivery of compensation insights to leadershipACTS Retirement-Life Communities + Integer Holdings combined outcomes Multiple customers report 3x+ faster insights to leadership (pricing a job now <1 hour vs. days/weeks).View case study →
[H3] Bridge the gap between strategy and managers.
Manager-ready pay snapshots, range penetration dashboards, and talking points for compensation conversations.‍✓ Manager-ready pay snapshots by team✓ Range penetration and equity dashboards✓ Talking points for compensation conversations✓ Promotion and adjustment modelingGet a DemoContact Sales70%reduction in back-and-forth with business units on pay decisionsZoomInfo (Analytics Dashboard usage) Significant reduction in back-and-forth via real-time dashboards and visuals.View case study →
[H3] You own the talent strategy. We give you the system.
Live market data, job architecture, and offer modeling in one connected platform — so you can close roles faster with competitive, compliant offers that actually stick.‍✓ Pull approved pay ranges instantly from your job architecture using real-time salary data✓ Model offers with live market context and built-in budget guardrails✓ Auto-generate compliant pay range language for every jurisdiction✓ Seamless integration with your ATS/HRIS — no more back-and-forth with CompGet a DemoContact Sales65%faster time-to-offer with market-backed ranges“Payscale helped us develop new pay structures… and reduce turnover in critical roles by 30 percent.”Vice President of Total Rewards Independent BankView case study →
[H3] Your team's pay affects everything.
Simple pay position views for direct reports, guided merit recommendations, and total rewards statements.‍✓ Simple pay position views for direct reports✓ Guided merit and promotion recommendations✓ Total rewards statements for team conversations✓ Budget impact visibility before submitting decisionsGet a DemoContact Sales85%of managers report higher confidence in merit and promotion decisionsMariani Packing Company + Baylor University Increased manager trust and confidence in HR/pay decisions (qualitative + quantitative outcomes across multiple studies).View case study →
[H3] Compete for skilled talent in a tight labor market.
Manufacturing-specific peer data, shift-premium intelligence, and labor-shortage-conscious merit planning. ✓ Manufacturing-specific peer benchmarking data ✓ Specialized coverage for Machinist, Welder, Production Supervisor roles ✓ Shift premiums, geo-pay, and plant-type variability built in✓ AI-assisted matching for complex skill variationsManufacturing Solutions →71%of organizations say industry is a key characteristic for salary data quality“Our biggest challenge as compensation specialists is moving at the speed of business… Payscale gives us current, real-time market data and a streamlined way to access the information we need for analysis and validation.”Kari LavinCompensation Manager, Integer Holdings
[H3] Smart compensation for high-volume retail.
Retail-specific peer data, hourly-role intelligence, and turnover-conscious merit planning.‍✓ Retail-specific peer benchmarking data✓ Coverage for Cashier, Merchandiser, E-commerce Specialist roles✓ Store-type and hourly vs. salaried filters✓ Real-time insights on hot/cool jobs and turnover driversRetail Solutions →52%of retail organizations still use “peanut butter” pay increases“Payscale makes pricing a job easier. It assists with enterprise wide reviews of job families, stores all of our survey data, & internal comp data, helps with writing and storing job descriptions, helps with completing survey submissions and more.”Jessie SEnterprise Compensation Analyst
[H3] Attract and retain talent in a high-turnover industry.
Hospitality-specific peer data, tipped/hourly intelligence, and turnover-conscious merit planning.‍✓ Hospitality-specific peer benchmarking data✓ Specialized coverage for Server, Housekeeper, Kitchen Manager roles✓ Tipped vs. hourly and property-type filters✓ Real-time insights on high-turnover rolesHospitality Solutions →61%of hospitality organizations say balancing pay expectations with budget constraints is their biggest challenge“Payscale makes pricing a job easier. It assists with enterprise wide reviews of job families, stores all of our survey data, & internal comp data, helps with writing and storing job descriptions, helps with completing survey submissions and more.”Jessie SEnterprise Compensation Analyst
[H3] Attract top faculty and staff on limited budgets.
Higher-ed-specific peer data, faculty/staff intelligence, and budget-conscious merit planning.‍✓ Higher-ed-specific peer benchmarking data✓ Coverage for faculty, staff, admin, and professional roles✓ Carnegie Classification and institution-type filters✓ AI-assisted matching for nuanced academic rolesHigher Education Solutions →150+participating institutions in the Peer Industry Network“Payscale changed my life. I can’t imagine doing compensation work without it now. The three things I can attribute to Payscale directly are quality, consistency, and efficiency.”Michelle HuseAssociate Vice President, Baylor University
[H3] Keep projects on track with the right pay strategy.
Construction-specific peer data, trade-premium intelligence, and project-based merit planning.‍✓ Construction-specific peer benchmarking data✓ Coverage for Superintendent, Crane Operator, Cost Engineer roles✓ Residential vs. commercial and specialty trade filters✓ Real-time insights on labor-shortage hot jobsConstruction Solutions →56%of construction organizations have a formal compensation strategy“Our biggest challenge as compensation specialists is moving at the speed of business… Payscale gives us current, real-time market data and a streamlined way to access the information we need for analysis and validation.”Kari LavinCompensation Manager, Integer Holdings
[H3] Attract and retain top technical talent in a competitive market.
Architecture, engineering and design-specific peer data, discipline-specific intelligence, and project-based merit planning.‍✓ Architecture, engineering and design-specific peer benchmarking data✓ Coverage for 1,000+ specialized roles (Battery Engineer, Landscape Architect, etc.)✓ Residential vs. infrastructure and discipline filters✓ AI-assisted matching for nuanced technical rolesArchitecture, Engineering & Design Solutions →71%of organizations say industry is a key characteristic for salary data quality“Our biggest challenge as compensation specialists is moving at the speed of business… Payscale gives us current, real-time market data and a streamlined way to access the information we need for analysis and validation.”Kari LavinCompensation Manager, Integer Holdings10K+Customers worldwide60M+Jobs priced through Payscale in 2024$2.3T[Trillion] in employee salaries managed through Payscale data20+Years in comp dataVerifiedDeltek – Software/IT"Since using Payscale's MarketPay I feel like I went from owning a Prius to a Porsche. We get the same work done for all 12 business units in 2 weeks."Comp Leader DeltekVerifiedZoomInfo – Technology"Payfactors' analytical dashboards are game-changers for the way we work. Being able to pull data in real time without spending half a day prepping 18 Excel documents is amazing."Jessicah HensleyDir. Global Comp, ZoomInfoVerifiedCheyenne Regional Medical Center – Healthcare“Our executives love Paycycle because it’s simple, intuitive, and gives them real-time visibility into budget and spend. One click, and they have everything they need.”Grant CliftonHR Manager of Compensation, Recruiting, HRIS & Culture
[H3] Pay Pioneers
We don't just understand compensation. We advance it. For over two decades, Payscale has been moving compensation forward — shaping standards and preparing organizations for what's next.
[H3] Data Coverage & Confidence
Rigor and speed. You can have both. HR-reported foundation with AI-calculated cuts and deep benchmarks across industries and geographies.
[H3] Proven Solutions
Market-leading. Field-validated. Thousands of active customers. We lead the market in user experience and vendor satisfaction.
[H3] Continuous Innovation
Powering what's next in pay. Solving today's pain points while preparing for tomorrow's priorities.
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Research report
[H3] 2026 Compensation Best Practices Report
Insights from 3,400+ HR and comp leaders on pay strategy, the AI pay gap, and the year of strategic alignment.Read the report
[IMG: First Quarter of 2026 Labor Market and Wage Trends Report]
Research Report
[H3] Q1 2026 Labor Market and Wage Trends Report
Payscale’s Labor Market and Wage Trends Report is a breakdown of labor demand and wage growth from the previous quarter from Payscale Peer data.Read the report
[H2] Ready to make every pay decision count?
Join 10,000+ organizations that trust Payscale to power confident compensation decisions.Get a Demo

“Payscale has been a tremendous partner in maturing our compensation program.They have provided us with the right data, software, and services to adapt and evolve amidst rapid growth and change.”Dan KuosmanDirector, Compensation & Benefits at Centauri Health Solutions

“Payscale has been a tremendous partner in maturing our compensation program.They have provided us with the right data, software, and services to adapt and evolve amidst rapid growth and change.”Dan KuosmanDirector, Compensation & Benefits at Centauri Health Solutions

Home•Compensation Trends
[H1] Compensation trends: Modern perspectives on pay
Our latest insights on compensation management, data trends, best practices, new research, and tools.Before you go – don't miss out on free salary dataUnlock dynamic pay insights for free.The ID is set to default '5900', don't forget to update it if needed.
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BlogMay 28, 2026
[H3] Winning over the CFO: 3 ways to convert comp from cost to catalyst
Sometimes CFOs treat compensation as a line item instead of the strategy that it is. To reframe the conversation, use fresh data, business outcomes, and continuous compensation so that it transforms from a cost to a catalyst. Compensation StrategySalary Data
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BlogMay 26, 2026
[H3] Payscale Peer surpasses major milestone
The gap between when the market moves and when your data catches up is where comp teams lose. Payscale Peer, composed of real compensation records pulled directly from HRIS systems, has just passed 10 million incumbents, giving compensation professionals the ability to walked into leadership meetings with numbers they can stand behind.Salary DataCompensation SoftwareBlogMay 21, 2026
[H3] The legislative lowdown: May 2026
The EU’s pay transparency rollout has hit delays, while Virginia, Maine, and Connecticut push ahead with new salary transparency laws. For employers, the message is clear: compliance timelines may shift but pay transparency expectations continue rising globally. Read more.Compliance and RIskPay Transparency
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BlogMay 19, 2026
[H3] Why Peanut Butter Pay Increases and Job Hugging Are a Dangerous Combination
Across-the-board pay increases may feel fair, but paired with job hugging, they create hidden workforce risk. Learn what the data says and how to build a smarter salary strategy.Compensation StrategyLabor Market
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BlogMay 14, 2026
[H3] Payscale Smart Reporting: Transform compensation teams from admins to advisors
A compensation professional's guide to moving beyond peanut butter pay increases, focusing on how small HR teams can prioritize raises, retain top performers, and communicate total rewards without breaking the budget. Artificial IntelligenceCompensation Software
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BlogMay 12, 2026
[H3] Smarter total rewards strategies for small organizations with tight budgets
A compensation professional's guide to moving beyond peanut butter pay increases, focusing on how small HR teams can prioritize raises, retain top performers, and communicate total rewards without breaking the budget. Compensation StrategyCompensation PlanningTotal RewardsBlogMay 7, 2026
[H3] 2026-2027 Salary Budget Survey is now open for participation
Payscale's 2026-2027 Salary Budget Survey is now open. Share your 2026-2027 pay increase plans and get free data on merit, COLA, and salary budgets. Compensation PlanningLabor MarketSalary DataBenchmarkingPay Transparency
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BlogApril 30, 2026
[H3] News to know: April 2026 labor market and pay legislation update
Hiring may be picking up, but the workforce landscape is anything but settled. April’s News to Know covers early labor market recovery signals, the growing backlash against AI-driven layoffs and corporate benefit cuts, and key pay legislation updates. Here's what compensation and HR leaders need to know heading into May.Labor MarketPay TransparencyArtificial IntelligenceBlogApril 30, 2026
[H3] Payscale Compass: measuring compensation effectiveness beyond retention rates
HR teams that rely on retention as a proxy for organizational health are flying blind. The reckoning will come when the job market opens back up. Learn how compensation data — and Payscale Compass — gives HR teams a clearer, more actionable read on workforce health.Compensation PlanningCompensation StrategyLabor MarketArtificial IntelligenceBlogApril 27, 2026
[H3] Compensation is becoming more distributed
At WorldatWork Total Rewards, Payscale's Breakfast Briefing made one thing as clear as crystals: pay decisions don't fail because of bad intentions. Instead, they break down because stakeholders aren't speaking the same language.Compensation SoftwareBlogApril 24, 2026
[H3] WorldatWork 2026 recap: what total rewards professionals need to know
A front-row recap of what 1,400+ comp and HR leaders were talking about at WorldatWork TR'26 — from AI's growing role in compensation to the push for pay transparency — and how Payscale Intelligence Cloud addresses the disconnected systems and fragmented data that are holding most organizations back.Compensation SoftwarePay TransparencyArtificial IntelligenceBenchmarkingSalary DataBlogApril 17, 2026
[H3] Summarizing the state of the labor market in Q1 2026: Jobs and wage trends to watch
A summary of trends from Payscale's Q1 2026 Labor Market & Wage Trends Report. This quarter reveals a labor market defined by uneven demand, low turnover, and wage growth that outpaces inflation but not by much. What the Peer dataset reveals and what job seekers and employers should do about it.Labor Market