Careers & Jobs
Researching Salaries Responsibly: Comparing Job Profiles, Adverts and Official Data
Research salaries by comparing similar roles, pay periods, working hours and current adverts with official data and its definitions and limitations.
At a glance
Match role, experience, location and hours before comparing pay.
Separate gross, actual, full-time-equivalent and variable amounts.
Read statistical notes and confirm the actual offer in writing.
On this page
- Define the role before searching for a number
- Use each source for its proper purpose
- Make the pay basis comparable
- Separate guaranteed pay from conditional amounts
- Read official statistics with their notes
- Build a small, consistent comparison sheet
- Use the research in applications and decisions
- Common questions
- Sources and further reading
A salary figure becomes useful only when you know what it measures. An advertised range, a national occupational estimate and an individual’s take-home pay answer different questions. Comparing them without checking hours, experience, location and pay components can create an unrealistic picture of a career.
Use salary research to understand a plausible range and the questions to ask an employer. It cannot guarantee what you will be offered. This guide explains a practical comparison method using job profiles, current adverts and official earnings data, without recommending a particular financial decision.
Define the role before searching for a number
Start with the responsibilities and level of the job. A broad title such as coordinator, technician or manager can cover very different work. Identify the sector, required qualifications, experience and responsibility you mean, then compare sources describing similar roles.
Our guide to reading job adverts helps you examine those differences. If one vacancy supervises several teams and another supports a single administrator, the shared word “manager” does not make their pay directly comparable.
Set the geographical area and work pattern too. A role requiring frequent travel, night shifts or specialist on-call duties may have different pay components from an office-based daytime role. Record those features instead of treating every figure as a basic salary for the same job.
Use each source for its proper purpose
Government career profiles can provide an introductory view of an occupation and possible pay ranges. Read them alongside the role description and current vacancies. A starter-to-experienced range is not a promise that a new applicant will enter at a particular point or progress to the upper figure within a fixed time. (Government careers information: explore careers)
Current adverts show what employers are offering for particular vacancies, subject to the stated terms. They may omit pay, use a broad band or include a range that depends on experience. Save the date and details, because an expired advert is evidence of that earlier offer rather than a current vacancy.
Official statistics provide a wider view of earnings. The Office for National Statistics’ Annual Survey of Hours and Earnings, or ASHE, measures employee jobs and publishes estimates by characteristics including occupation. It is useful context, but its defined populations and reference periods need reading carefully. (ONS: employee earnings in the UK)
| Source | Useful for | Limit to check |
|---|---|---|
| Career profile | Initial occupational context | Broad range and role definition |
| Current vacancy advert | Specific employer offer and conditions | Hours, location, experience and pay components |
| Official earnings statistics | Wider employee-job patterns | Reference period, population and statistical uncertainty |
| Personal account | One person’s experience | Not necessarily representative or independently verified |
| Recruiter discussion | Context for a particular search | Scope, date and evidence behind the estimate |
Make the pay basis comparable
Record whether the figure is annual, monthly, weekly, daily or hourly. Check whether it is gross pay before deductions or an estimate of take-home pay. Do not compare a gross annual salary directly with someone’s net monthly income.
For part-time work, establish whether the advert gives the actual salary or a full-time-equivalent figure. A fictional role with a £30,000 full-time-equivalent salary and a confirmed half-time arrangement would have a £15,000 basic annual salary on a simple proportional basis. That illustration does not settle arrangements such as term-time contracts or other adjustments.
Check paid hours and weeks before converting an hourly or daily rate. Contractor day rates, employee salaries and irregular-hours work can involve different costs and protections, so multiplying one number by a standard working year may mislead. Ask for the actual contractual basis rather than guessing.
Separate guaranteed pay from conditional amounts
Identify basic salary, allowances, overtime, commission and bonuses. An “up to” figure may depend on conditions that a new employee cannot assume will occur. Ask what is guaranteed, what is variable and how the variable amount is calculated.
Record benefits separately from cash pay. Pension contributions, paid leave, training and travel arrangements may matter to the overall offer, but they should not be added casually to salary without understanding their value and conditions. Keep the comparison transparent so that you can see what each figure represents.
Our guide to comparing job offers helps you consider hours, travel and development alongside pay. A higher headline salary may involve a different working pattern or cost, which is relevant to the decision even when the salary itself is accurate.
Read official statistics with their notes
Check the reference year, whether the estimate is provisional or revised and which people or jobs it covers. ASHE’s 2026 release explains that an individual holding multiple employee jobs is represented through separate employee-job entries. Its annual-pay figures also use conditions that differ from the weekly and hourly measures. (ONS: employee earnings in the UK)
A median is the middle value when the observations are ordered; a mean is the total divided by the number of observations. They can differ, especially where some earnings are much higher than others. Neither tells you the exact salary an individual applicant should expect.
Look at the occupational classification and sample limitations. A broad group can include several kinds of work, while a very detailed local estimate may be less precise. Avoid presenting a narrow-looking number with more certainty than the underlying data supports.
ONS also warns that changes in workforce composition and methodology can affect comparisons over time. A rise in a published occupational median does not necessarily mean every worker in that occupation received the same pay increase. (ONS: employee earnings in the UK)
Build a small, consistent comparison sheet
Collect a manageable set of relevant adverts and record the role, employer, date, location, hours, basic pay and important conditions. Remove duplicate listings of the same vacancy so that one repeated advertisement does not appear to be several independent offers.
Keep unlike roles separate. For a fictional exercise, three junior vacancies and two senior vacancies should not be merged into one average and labelled “starting salary”. Group them by responsibility and experience, then describe what the small sample can reasonably show.
Record missing information explicitly. “Salary not stated” is more honest than estimating a figure from a different role. Prepare a question for the recruiter or employer about the band, starting point and progression arrangements where those details matter.
Use the research in applications and decisions
When discussing expectations, explain the comparable role scope and evidence you used. Avoid claiming that a national figure legally entitles you to a particular offer. Pay decisions can involve the employer’s band, the role and your relevant experience, alongside applicable legal requirements.
Our guide to planning a career change can help you place the salary research within a wider transition budget. Keep uncertain future earnings separate from confirmed current income and course costs.
Review the research near the point of decision. Check the actual offer in writing, including hours and any conditional pay, rather than relying on an earlier conversation or a headline from a career page. If the information is inconsistent, ask the employer to clarify before making a commitment based on it.
Compare earnings responsibly
- Define: match role, level and location.
- Normalise: check hours, period and pay basis.
- Interpret: read statistical definitions and limits.
- Confirm: verify the actual offer and conditions.
Common questions
Is a career-profile salary the amount I will earn?
No. It provides general context for an occupation, while your offer depends on the particular role, employer, experience and conditions. Compare relevant current adverts and ask about the actual band. Do not treat the upper end of a broad range as a guaranteed outcome after completing a course.
What does full-time equivalent mean?
It expresses pay on the employer’s full-time basis, which may differ from the actual amount for a part-time role. Ask for the salary payable for the advertised hours and weeks. Be especially careful with term-time or irregular arrangements, where a simple proportion may not explain the final contractual amount.
Should I compare gross salary or take-home pay?
Use the same basis throughout the comparison and label it clearly. Gross pay is before deductions; take-home pay depends on personal and payroll circumstances. An advertised gross salary should not be compared directly with another person’s net income. Obtain an appropriate calculation for your own circumstances when needed.
Is the median the same as the average?
People use the word average in different ways, so check the definition. The median is the middle observation, while the mean uses the total divided by the count. They answer different questions and can differ substantially. Neither should be presented as the exact salary every person in an occupation receives.
Can I include bonuses in my expected salary?
Keep guaranteed basic pay separate from conditional amounts. Ask how bonuses or commission are calculated, what conditions apply and whether the advertised maximum is typical or merely possible. Do not build essential spending commitments around a variable amount that has not been confirmed or earned.
How many adverts should I collect?
Collect enough relevant examples to see the range and differences, without treating a small sample as a formal survey. Quality matters more than a large list of unrelated roles. Remove duplicates, record dates and conditions, and explain where pay is missing or the responsibilities are not directly comparable.
Does a national pay rise mean everyone received that increase?
No. Published changes can reflect who is employed, which jobs are included and methodological factors as well as changes in pay. Read the statistical notes and avoid turning a group-level estimate into a claim about every individual. The actual employment offer or pay review needs separate confirmation.
How should I handle conflicting salary figures?
Check whether they describe the same role, location, experience level, hours and reference period. Identify gross versus net pay and basic versus total compensation. If differences remain, keep them visible and ask for clarification rather than selecting the highest figure because it supports the outcome you would prefer.
Sources and further reading
- ONS: employee earnings in the UK — ASHE measures, reference periods and methodological notes; 2026 release checked on 26 October 2026.
- Government careers information: explore careers — occupational profiles for initial role and earnings context.
