Pandas
UK > Work from Home
The table below provides summary statistics and contractor rates for remote or hybrid contract work requiring Pandas skills. It covers contract job vacancies from the 6 months leading up to 13 December 2025, with comparisons to the same periods in the previous two years.
| 6 months to 13 Dec 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 211 | 173 | 290 |
| Rank change year-on-year | -38 | +117 | +181 |
| Contract jobs citing Pandas | 107 | 149 | 102 |
| As % of all contract jobs with remote/hybrid work options | 1.05% | 1.23% | 0.57% |
| As % of the Libraries, Frameworks & Software Standards category | 4.01% | 4.99% | 2.35% |
| Number of daily rates quoted | 83 | 138 | 84 |
| 10th Percentile | £490 | £550 | £443 |
| 25th Percentile | £525 | £675 | £522 |
| Median daily rate (50th Percentile) | £750 | £800 | £725 |
| Median % change year-on-year | -6.25% | +10.34% | +3.57% |
| 75th Percentile | £825 | £888 | £788 |
| 90th Percentile | £875 | - | - |
| UK median daily rate | £550 | £800 | £625 |
| % change year-on-year | -31.25% | +28.00% | -0.40% |
| Number of hourly rates quoted | 0 | 2 | 0 |
| Median hourly rate | - | £26.50 | - |
| UK median hourly rate | £55.00 | £26.50 | £65.50 |
| % change year-on-year | +107.55% | -59.54% | +19.09% |
All Software Libraries and Frameworks
Work from Home
Pandas falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies with remote or hybrid options requiring technical specification, industry standards, software libraries and framework skills.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 2,671 | 2,983 | 4,341 |
| As % of all contract jobs with a WFH option | 26.23% | 24.59% | 24.41% |
| Number of daily rates quoted | 1,743 | 1,962 | 3,140 |
| 10th Percentile | £350 | £325 | £350 |
| 25th Percentile | £418 | £413 | £425 |
| Median daily rate (50th Percentile) | £519 | £525 | £525 |
| Median % change year-on-year | -1.14% | - | -4.55% |
| 75th Percentile | £638 | £650 | £650 |
| 90th Percentile | £750 | £800 | £750 |
| UK median daily rate | £500 | £550 | £550 |
| % change year-on-year | -9.09% | - | -4.35% |
| Number of hourly rates quoted | 76 | 28 | 48 |
| 10th Percentile | £31.00 | £21.78 | £40.22 |
| 25th Percentile | £40.56 | £32.88 | £55.00 |
| Median hourly rate | £60.00 | £61.25 | £66.25 |
| Median % change year-on-year | -2.04% | -7.55% | +1.92% |
| 75th Percentile | £65.00 | £67.50 | £77.50 |
| 90th Percentile | - | £89.38 | £90.25 |
| UK median hourly rate | £55.00 | £62.50 | £54.78 |
| % change year-on-year | -12.00% | +14.09% | -15.72% |
Pandas
Job Vacancy Trend for Remote/Hybrid Jobs
Historical trend showing the proportion of contract IT job postings citing Pandas and offering remote or hybrid work options relative to all contract IT jobs advertised.
Pandas
Daily Rate Trend for Remote/Hybrid Jobs
Contractor daily rate distribution trend for jobs with remote/hybrid work options citing Pandas.
Pandas
Daily Rate Histogram for Remote/Hybrid Jobs
Daily rate distribution for jobs with remote/hybrid work options citing Pandas over the 6 months to 13 December 2025.
Pandas
Hourly Rate Trend for Remote/Hybrid Jobs
Contractor hourly rate distribution trend for jobs with remote/hybrid work options citing Pandas.
Pandas
Co-Occurring Skills & Capabilities in Remote/Hybrid Jobs by Category
The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||