Period
to

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Keras skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Keras over the 6 months to 29 June 2022 with a comparison to the same period in the previous 2 years.

Keras
Central London > City of London
6 months to
29 Jun 2022
Same period 2021 Same period 2020
Rank 292 232 251
Rank change year-on-year -60 +19 +59
Permanent jobs citing Keras 10 12 6
As % of all permanent jobs advertised in the City of London 0.12% 0.22% 0.099%
As % of the Libraries, Frameworks & Software Standards category 0.40% 0.55% 0.25%
Number of salaries quoted 6 11 6
10th Percentile - £43,750 £58,875
25th Percentile £58,750 £47,500 £67,188
Median annual salary (50th Percentile) £63,750 £52,500 £81,250
Median % change year-on-year +21.43% -35.38% +8.33%
75th Percentile £67,500 £69,375 £92,500
90th Percentile - £111,250 £96,875
Central London median annual salary £63,750 £52,500 £81,250
% change year-on-year +21.43% -35.38% +8.33%

Keras is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the City of London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 2,520 2,177 2,354
As % of all permanent IT jobs advertised in the City of London 31.42% 40.57% 38.74%
Number of salaries quoted 2,022 2,006 2,089
10th Percentile £48,750 £46,250 £46,250
25th Percentile £60,000 £57,500 £55,000
Median annual salary (50th Percentile) £77,500 £75,000 £70,000
Median % change year-on-year +3.33% +7.14% -
75th Percentile £100,000 £91,250 £85,000
90th Percentile £112,500 £107,500 £97,500
Central London median annual salary £77,500 £75,000 £70,000
% change year-on-year +3.33% +7.14% +3.70%

Keras
Job Vacancy Trend in the City of London

Job postings citing Keras as a proportion of all IT jobs advertised in the City of London.

Job vacancy trend for Keras in the City of London

Keras
Salary Trend in the City of London

3-month moving average salary quoted in jobs citing Keras in the City of London.

Salary trend for Keras in the City of London

For the 6 months to 29 June 2022, IT jobs citing Keras also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the City of London region with a requirement for Keras.

1 10 (100.00%) SQL
1 10 (100.00%) Python
1 10 (100.00%) Data Science
2 8 (80.00%) Machine Learning
3 7 (70.00%) Computer Science
3 7 (70.00%) Statistics
3 7 (70.00%) PyTorch
3 7 (70.00%) Pandas
3 7 (70.00%) scikit-learn
3 7 (70.00%) TensorFlow
4 6 (60.00%) Analytics
4 6 (60.00%) Deep Learning
4 6 (60.00%) Data Analysis
4 6 (60.00%) Degree
4 6 (60.00%) Mathematics
4 6 (60.00%) PhD
4 6 (60.00%) NumPy
5 5 (50.00%) PySpark
6 4 (40.00%) Collaborative Working
6 4 (40.00%) GCP
6 4 (40.00%) R
6 4 (40.00%) Google
6 4 (40.00%) Physics
6 4 (40.00%) Artificial Intelligence
6 4 (40.00%) Marketing
6 4 (40.00%) MLOps
7 3 (30.00%) CI/CD
7 3 (30.00%) E-Commerce
7 3 (30.00%) Regression Testing
7 3 (30.00%) Econometrics

Keras
Co-occurring IT Skills in the City of London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 1 (10.00%) Apache Spark
1 1 (10.00%) SAS
Cloud Services
1 4 (40.00%) GCP
2 3 (30.00%) AWS
3 1 (10.00%) Vertex AI
Database & Business Intelligence
1 1 (10.00%) Big Data
1 1 (10.00%) BigQuery
1 1 (10.00%) Neo4j
1 1 (10.00%) NoSQL
1 1 (10.00%) Tableau
General
1 4 (40.00%) Marketing
2 3 (30.00%) Analytical Skills
2 3 (30.00%) Retail
3 1 (10.00%) Games
Job Titles
1 10 (100.00%) Data Scientist
2 3 (30.00%) Senior Data Scientist
3 2 (20.00%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 7 (70.00%) Pandas
1 7 (70.00%) PyTorch
1 7 (70.00%) scikit-learn
1 7 (70.00%) TensorFlow
2 6 (60.00%) NumPy
3 5 (50.00%) PySpark
4 3 (30.00%) Dask
4 3 (30.00%) MXNet
5 2 (20.00%) Torch
6 1 (10.00%) MLlib
6 1 (10.00%) NLTK
6 1 (10.00%) Theano
6 1 (10.00%) XGBoost
Miscellaneous
1 1 (10.00%) Algorithms
Processes & Methodologies
1 10 (100.00%) Data Science
2 8 (80.00%) Machine Learning
3 7 (70.00%) Computer Science
3 7 (70.00%) Statistics
4 6 (60.00%) Analytics
4 6 (60.00%) Data Analysis
4 6 (60.00%) Deep Learning
4 6 (60.00%) Mathematics
5 4 (40.00%) Artificial Intelligence
5 4 (40.00%) Collaborative Working
5 4 (40.00%) MLOps
5 4 (40.00%) Physics
6 3 (30.00%) CI/CD
6 3 (30.00%) Data Pipeline
6 3 (30.00%) E-Commerce
6 3 (30.00%) Econometrics
6 3 (30.00%) Open Source
6 3 (30.00%) Regression Testing
6 3 (30.00%) Test Automation
6 3 (30.00%) Time Management
Programming Languages
1 10 (100.00%) Python
1 10 (100.00%) SQL
2 4 (40.00%) R
3 3 (30.00%) Scala
Qualifications
1 6 (60.00%) Degree
1 6 (60.00%) PhD
2 3 (30.00%) Computer Science Degree
System Software
1 3 (30.00%) Docker
Vendors
1 4 (40.00%) Google