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What is a percentile in compensation?
A percentile is a statistical measure that indicates a value's position within a ranked dataset. Incompensation, percentiles are used to describe where a specific pay rate sitsrelative to the full distribution of pay data collected from a market data source.
When a compensation survey reportsthat the P50 base salary for a Senior Software Engineer is $145,000, it meansthat 50 percent of the organizations in the survey pay less than $145,000 forthat role and 50 percent pay more. The P75 for the same role might be $168,000,meaning 75 percent of organizations pay less than that amount and 25 percentpay more.
Percentiles are not averages. Asimple average can be skewed by outliers at either end of the distribution.Percentiles are more robust because they reflect actual positions in the data,making them a more reliable and widely used reference point for compensationdecisions.
The most commonly used percentiles in compensation
Most market pricing work focuseson three percentiles:
• P25 (25th percentile): the lowerquartile. A quarter of organizations pay below this level and three quarterspay above. P25 is sometimes used as the minimum of a pay range or as areference for entry-level positioning within a role.
• P50 (50th percentile, also calledthe median): the midpoint of the market. Half of organizations pay below thislevel and half pay above. P50 is the most commonly used reference point forsetting pay targets and is the default market reference point for mostorganizations.
• P75 (75th percentile): the upperquartile. Three quarters of organizations pay below this level and a quarterpay above. P75 is used by organizations that choose to position pay above themedian, typically to compete more aggressively for talent.
Some organizations also referenceP90 or higher for specific roles where the talent market is extremelycompetitive, such as senior engineering or executive positions. The rightpercentile target depends on the organization's compensation philosophy and talentstrategy.
How percentiles are used in market pricing
Percentiles serve as the primarybuilding blocks of the market pricing process. Once a benchmark job has beenmatched and a market cut has been selected, the compensation team extractspercentile values from the data source for that job and market. These valuesare then used to:
• Establish the market referencepoint (MRP): the target percentile becomes the anchor pay value for that role.An organization targeting P50 sets its MRP at the P50 value from the marketdata.
• Build pay ranges: the minimum,midpoint, and maximum of a pay range are typically derived from percentilevalues. A common approach sets the range midpoint at P50 and builds the spreadaround it.
• Assess pay competitiveness:benchmarking compares an employee's actual pay to the target percentile todetermine how competitive their pay is relative to the market.
• Communicate pay positioning:saying an employee is paid at the 65th percentile communicates clearly wheretheir pay sits in the market distribution, which is more meaningful anddefensible than a simple dollar comparison.
Percentile vs. average in compensation data
Many compensation professionalsprefer percentiles over averages when working with market data, and for goodreason. Averages are sensitive to extreme values. A small number oforganizations paying very high salaries for a role can pull the average well abovewhat most organizations actually pay, making it a misleading reference point.
Percentiles are not affected byoutliers in the same way. The P50 reflects the actual midpoint of thedistribution regardless of how extreme the values at the top or bottom are.This makes percentile-based market data more stable, more representative, andeasier to defend in compensation conversations.
That said, averages are notuseless. They can surface information about the overall level of pay in amarket and are sometimes reported alongside percentiles in survey data. Mostexperienced compensation professionals look at both but anchor their decisionsto percentiles.
Choosing the right target percentile
There is no universally correctpercentile to target. The right choice depends on several factors:
• Compensation philosophy: anorganization that explicitly positions itself as a top-of-market employertypically targets P75 or higher. An organization focused on cost management maytarget P50 or below.
• Talent market dynamics: roles inhighly competitive talent markets, where supply is limited and demand is high,may warrant higher percentile targets than roles where talent is more readilyavailable.
• Role criticality: someorganizations differentiate their percentile targets by role type, targetinghigher percentiles for roles that are most critical to the business and lowerpercentiles for roles where market competition is less intense.
• Geography: percentile targets mayalso vary by location, reflecting the different cost and competitiveness oflabor markets in different cities or regions.
The most important principle is consistency. Defining a clear percentile target and applying it systematicallyis more valuable than trying to optimize the target for every individual role.Inconsistency in percentile targeting is a common source of pay inequity anddifficult-to-explain compensation decisions.
What does percentile mean in compensation?
In compensation, a percentile indicates where a specific pay rate falls within a distribution of market data. The 50th percentile (P50) means half of surveyed organizations pay less and half pay more for that role. Percentiles are used in market pricing to define pay targets, build pay ranges, and assess how competitive an organization's pay is relative to the market.
What is the difference between P25, P50, and P75 in salary data?
P25 is the lower quartile, 25 percent of organizations pay less than this amount. P50 is the median, half pay less and half pay more. P75 is the upper quartile, 75 percent of organizations pay less than this amount. Most organizations use P50 as their primary pay target, with P75 used by those positioning pay above the market median.
Is it better to use percentiles or averages for compensation benchmarking?
Percentiles are generally preferred over averages in compensation work because they are not distorted by outliers. A small number of organizations paying unusually high salaries can skew an average well above what most organizations actually pay, making it a less reliable reference point. Percentiles reflect actual positions in the distribution and are more stable and defensible as benchmarks.
What percentile should we target for compensation?
The right target depends on your compensation philosophy, talent strategy, and the specific roles you are pricing. Most organizations target P50 as their baseline, which aims to pay at the market median. Organizations competing aggressively for talent in tight labor markets often target P75 or higher for critical roles. The most important principle is to define a consistent target and apply it systematically.
What does it mean to be at the 75th percentile for salary?
Being paid at the 75th percentile means your pay is higher than 75 percent of the market for that role and level. An organization that targets P75 is positioning pay above most competitors, which typically helps with attracting and retaining talent but comes at a higher cost per employee than targeting P50.