PySpark - Spark Python API
England > North West
The table below provides summary statistics for contract job vacancies advertised in the North West requiring PySpark skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited PySpark over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.
| 6 months to 1 May 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 107 | 132 | 155 |
| Rank change year-on-year | +25 | +23 | +17 |
| Contract jobs citing PySpark | 13 | 5 | 2 |
| As % of all contract jobs advertised in the North West | 0.66% | 0.18% | 0.063% |
| As % of the Libraries, Frameworks & Software Standards category | 2.97% | 0.99% | 0.34% |
| Number of daily rates quoted | 12 | 4 | 2 |
| 10th Percentile | £351 | - | £521 |
| 25th Percentile | £408 | £413 | £534 |
| Median daily rate (50th Percentile) | £488 | £463 | £563 |
| Median % change year-on-year | +5.41% | -17.78% | -15.29% |
| 75th Percentile | £584 | £500 | £584 |
| 90th Percentile | £736 | - | £594 |
| England median daily rate | £660 | £550 | £600 |
| % change year-on-year | +20.00% | -8.33% | - |
All Software Libraries and Frameworks
North West
PySpark 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 requiring technical specification, industry standards, software libraries and framework skills in the North West.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 437 | 503 | 592 |
| As % of all contract IT jobs advertised in the North West | 22.21% | 18.26% | 18.53% |
| Number of daily rates quoted | 330 | 369 | 464 |
| 10th Percentile | £363 | £363 | £337 |
| 25th Percentile | £401 | £425 | £413 |
| Median daily rate (50th Percentile) | £475 | £500 | £500 |
| Median % change year-on-year | -5.00% | - | - |
| 75th Percentile | £550 | £588 | £577 |
| 90th Percentile | £638 | £750 | £647 |
| England median daily rate | £530 | £550 | £563 |
| % change year-on-year | -3.64% | -2.22% | - |
| Number of hourly rates quoted | 4 | 18 | 3 |
| 10th Percentile | - | £37.63 | £39.24 |
| 25th Percentile | £65.25 | £45.88 | £41.40 |
| Median hourly rate | £67.75 | £47.31 | £45.00 |
| Median % change year-on-year | +43.22% | +5.12% | +10.80% |
| 75th Percentile | £74.69 | £71.87 | - |
| 90th Percentile | £83.13 | £75.05 | - |
| England median hourly rate | £65.00 | £46.18 | £65.00 |
| % change year-on-year | +40.75% | -28.95% | +32.65% |
PySpark
Job Vacancy Trend in the North West
Job postings citing PySpark as a proportion of all IT jobs advertised in the North West.
PySpark
Contractor Daily Rate Trend in the North West
3-month moving average daily rate quoted in jobs citing PySpark in the North West.
PySpark
Daily Rate Histogram in the North West
Daily rate distribution for jobs citing PySpark in the North West over the 6 months to 1 May 2025.
PySpark
Contract Job Locations in the North West
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing PySpark within the North West region over the 6 months to 1 May 2025. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.
| Location | Rank Change on Same Period Last Year |
Matching Contract IT Job Ads |
Median Daily Rate Past 6 Months |
Median Daily Rate % Change on Same Period Last Year |
Live Jobs |
|---|---|---|---|---|---|
| Cheshire | - | 7 | £529 | - | 5 |
| Manchester | +17 | 5 | £500 | +8.11% | 3 |
| Merseyside | - | 1 | £475 | - | |
| PySpark England |
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PySpark
Co-occurring Skills and Capabilities in the North West by Category
The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories: