Keras
West Midlands > Birmingham
The table below provides summary statistics for permanent job vacancies advertised in Birmingham requiring Keras skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited Keras over the 6 months leading up to 12 July 2025, comparing them to the same period in the previous two years.
| 6 months to 12 Jul 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 109 | 148 | - |
| Rank change year-on-year | +39 | - | - |
| Permanent jobs citing Keras | 1 | 1 | 0 |
| As % of all permanent jobs advertised in Birmingham | 0.073% | 0.034% | - |
| As % of the Libraries, Frameworks & Software Standards category | 0.41% | 0.22% | - |
| Number of salaries quoted | 0 | 1 | 0 |
| Median annual salary (50th Percentile) | - | £75,000 | - |
| West Midlands median annual salary | - | £75,000 | - |
All Software Libraries and Frameworks
Birmingham
Keras falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills in Birmingham.
| Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 246 | 461 | 436 |
| As % of all permanent jobs advertised in Birmingham | 17.90% | 15.51% | 24.24% |
| Number of salaries quoted | 201 | 376 | 355 |
| 10th Percentile | £36,750 | £36,275 | £40,000 |
| 25th Percentile | £50,000 | £46,250 | £49,500 |
| Median annual salary (50th Percentile) | £57,500 | £57,502 | £60,000 |
| Median % change year-on-year | 0.00% | -4.16% | +1.69% |
| 75th Percentile | £70,000 | £72,500 | £72,500 |
| 90th Percentile | £78,750 | £82,500 | £82,500 |
| West Midlands median annual salary | £57,435 | £52,500 | £56,750 |
| % change year-on-year | +9.40% | -7.49% | +3.18% |
Keras
Job Vacancy Trend in Birmingham
Job postings citing Keras as a proportion of all IT jobs advertised in Birmingham.
Keras
Salary Trend in Birmingham
3-month moving average salary quoted in jobs citing Keras in Birmingham.
Keras
Co-occurring Skills and Capabilities in Birmingham 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: