DATA SOURCE
The ADP Pay Insights Report is based on ADP payroll transaction data. The data includes select worker demographic information and firm characteristics. Each month, payroll data from about 17 million U.S. jobs are used to estimate the annual pay cited in this report. We track the same cohort of workers over a 12-month period to compute year-over-year change in pay for matched individuals. The matching process results in about 10 million individual pay change observations each month. Pay Insights covers both salary and wage workers. Salary workers make up about 39 percent of our sample; wage workers about 61 percent.
DEFINITIONS
PayThe Pay Insights Report tracks gross pay, which includes overtime, tips, bonuses, and commissions in addition to salary and hourly wages.
Annual payOur pay measures are job-based. Each job is a unique pairing of worker and employer.
For each job, we observe actual total pay over the preceding 12 months to compute annual pay. If a job is paid only part of the year, an annual equivalent is estimated using the observed pay rate.
We choose to calculate annual pay for the following reasons.
- Hourly estimates are challenging if the hours associated with the pay amount are not provided.
- A longer period of observation can eliminate short-term fluctuations in pay. For example, a bonus paid during a particular month will overstate a worker’s usual pay. A 12-month trailing measure of total pay not only smooths monthly variations, it also captures the full pay picture for the year.
Once individual annual pay is estimated, we match annual pay from the same job observed in both the current month and 12 months earlier. This matching process results in about 10 million individual pay-change observations each month. The median of the distribution of matched individuals’ year-over-year annual pay change is computed.
Each job is a unique pairing of an individual worker and individual employer.
Job-stayerIf a job (the same employee-employer pairing) appears in both the current month and the same month from last year, its associated pay change will be included for job-stayers.
State dataGeographic data is based on the primary location of the job, not the location of the worker.
Job-changerWhile our report focuses on the pay trajectories of job-stayers, we also track job-changers we observe. We are able to track only job-changers whose previous and current employers both are ADP clients.
If a worker holds multiple jobs during a single time period, we measure the job with the highest rate of pay for the month to eliminate multiple jobs held by a single worker. We then match those workers with their pay from a year prior. If a worker's job changes over that 12-month period, we consider this person a job-changer. Each month, we measure between 500,000 and 800,000 job-changers.
Pay insights for job-changers are a separate series. Only job-stayers are included in sub-segments such as demographics, industry, and firm size.
Matched-sample distributionsIndustry | Matched individuals |
---|---|
Construction | 4% |
Education/health services | 15% |
Financial activities | 9% |
Information | 3% |
Leisure/hospitality | 8% |
Manufacturing | 18% |
Natural resources/mining | 1% |
Other services | 5% |
Professional/business services | 19% |
Trade/transportation/utilities | 19% |
Demographics | Matched individuals |
Male | 55% |
Female | 45% |
Age | |
16-24 | 8% |
25-34 | 23% |
35-54 | 44% |
55-85 | 25% |