Period
to 18 September 2020

The following table provides summary statistics for permanent job vacancies advertised in 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 18 September 2020 with a comparison to the same period in the previous 2 years.

Keras
England > London
6 months to
18 Sep 2020
Same period 2019 Same period 2018
Rank 425 626 743
Rank change year-on-year +201 +117 +98
Permanent jobs citing Keras 53 107 78
As % of all permanent jobs advertised in London 0.25% 0.19% 0.11%
As % of the Libraries, Frameworks & Software Standards category 0.56% 0.49% 0.28%
Number of salaries quoted 40 79 59
Median annual salary £72,500 £80,000 £70,000
Median salary % change year-on-year -9.38% +14.29% +3.70%
10th Percentile £47,375 £52,500 £37,500
90th Percentile £122,500 £101,000 £95,000
England median annual salary £67,500 £72,500 £65,000
% change year-on-year -6.90% +11.54% +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 London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 9,479 21,872 28,124
As % of all permanent IT jobs advertised in London 45.52% 39.06% 40.82%
Number of salaries quoted 7,990 18,214 23,010
Median annual salary £70,000 £67,500 £65,000
Median salary % change year-on-year +3.70% +3.85% +8.33%
10th Percentile £46,250 £40,000 £37,500
90th Percentile £115,000 £100,000 £95,000
England median annual salary £57,500 £55,000 £51,500
% change year-on-year +4.55% +6.80% +3.00%

Keras
Job Vacancy Trend in London

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

Job vacancy trend for Keras in London

Keras
Salary Trend in London

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

Salary trend for Keras in London

Keras
Salary Histogram in London

Salary distribution for jobs citing Keras in London over the 6 months to 18 September 2020.

Salary histogram for Keras in London

Keras
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Keras within the London region over the 6 months to 18 September 2020. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +126 13 £85,000 -5.56%
Keras
England

For the 6 months to 18 September 2020, 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 London region with a requirement for Keras.

1 52 (98.11%) TensorFlow
2 50 (94.34%) Machine Learning
3 48 (90.57%) Python
4 47 (88.68%) Data Science
5 40 (75.47%) Deep Learning
6 38 (71.70%) Artificial Intelligence
7 35 (66.04%) scikit-learn
8 30 (56.60%) AWS
9 29 (54.72%) Degree
9 29 (54.72%) Algorithms
9 29 (54.72%) PyTorch
10 28 (52.83%) GCP
11 27 (50.94%) Apache Spark
11 27 (50.94%) Analytics
11 27 (50.94%) Finance
12 25 (47.17%) Big Data
13 24 (45.28%) PhD
13 24 (45.28%) Mathematics
13 24 (45.28%) Hadoop
13 24 (45.28%) Visualisation
14 22 (41.51%) Azure
14 22 (41.51%) Tableau
15 21 (39.62%) Data Visualisation
15 21 (39.62%) Banking
16 20 (37.74%) Natural Language Processing
16 20 (37.74%) NumPy
17 19 (35.85%) Agile Software Development
18 18 (33.96%) Java
18 18 (33.96%) Statistical Analysis
18 18 (33.96%) Apache Hive

Keras
Co-occurring IT Skills in 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 27 (50.94%) Apache Spark
2 6 (11.32%) IBM Domino
2 6 (11.32%) SAS
3 2 (3.77%) Apache Airflow
3 2 (3.77%) Jupyter
4 1 (1.89%) Elasticsearch
Applications
1 4 (7.55%) Chatbot
Cloud Services
1 30 (56.60%) AWS
2 28 (52.83%) GCP
3 22 (41.51%) Azure
4 7 (13.21%) Power Platform
5 2 (3.77%) Amazon EC2
5 2 (3.77%) Amazon EMR
5 2 (3.77%) Amazon S3
5 2 (3.77%) Amazon SageMaker
5 2 (3.77%) AWS Data Pipeline
6 1 (1.89%) Cloud Computing
6 1 (1.89%) Serverless
Database & Business Intelligence
1 25 (47.17%) Big Data
2 24 (45.28%) Hadoop
3 18 (33.96%) Apache Hive
4 15 (28.30%) Amazon Redshift
4 15 (28.30%) Blockchain
4 15 (28.30%) QlikView
5 7 (13.21%) Power BI
6 2 (3.77%) PostgreSQL
7 1 (1.89%) HBase
7 1 (1.89%) Impala
7 1 (1.89%) KDB
7 1 (1.89%) Kdb+
7 1 (1.89%) NoSQL
7 1 (1.89%) Redis
7 1 (1.89%) Relational Database
7 1 (1.89%) SQL Server
Development Applications
1 16 (30.19%) Git (software)
2 2 (3.77%) MLflow
3 1 (1.89%) JIRA
3 1 (1.89%) Subversion
General
1 27 (50.94%) Finance
2 21 (39.62%) Banking
3 2 (3.77%) Games
3 2 (3.77%) Telecoms
4 1 (1.89%) Manufacturing
4 1 (1.89%) Retail
Job Titles
1 36 (67.92%) Data Scientist
2 22 (41.51%) Senior Data Scientist
3 6 (11.32%) Data Manager
3 6 (11.32%) Senior Manager
4 5 (9.43%) Data Science Manager
5 4 (7.55%) Data Science Director
6 3 (5.66%) Data Engineer
6 3 (5.66%) Python Engineer
7 1 (1.89%) Computer Scientist
7 1 (1.89%) Computer Vision Scientist
7 1 (1.89%) Consultant
7 1 (1.89%) Data Consultant
7 1 (1.89%) Data Science Consultant
7 1 (1.89%) Head of Engineering
7 1 (1.89%) Machine Learning Engineer
7 1 (1.89%) Machine Learning Scientist
7 1 (1.89%) Senior Consultant
Libraries, Frameworks & Software Standards
1 52 (98.11%) TensorFlow
2 35 (66.04%) scikit-learn
3 29 (54.72%) PyTorch
4 20 (37.74%) Natural Language Processing
4 20 (37.74%) NumPy
5 18 (33.96%) Pandas
6 14 (26.42%) SciPy
6 14 (26.42%) SpaCy
7 8 (15.09%) Matplotlib
8 7 (13.21%) PySpark
8 7 (13.21%) XGBoost
9 6 (11.32%) NetworkX
9 6 (11.32%) Shiny
10 3 (5.66%) CoreNLP
11 2 (3.77%) Kafka
11 2 (3.77%) OpenCV
12 1 (1.89%) AngularJS
12 1 (1.89%) Celery
12 1 (1.89%) Dask
12 1 (1.89%) FFmpeg
Miscellaneous
1 29 (54.72%) Algorithms
2 17 (32.08%) Management Information System
3 2 (3.77%) Acoustics
3 2 (3.77%) User Experience
4 1 (1.89%) Data Structures
4 1 (1.89%) FMCG
4 1 (1.89%) Hedge funds
4 1 (1.89%) Self-Motivation
4 1 (1.89%) Social Media
Processes & Methodologies
1 50 (94.34%) Machine Learning
2 47 (88.68%) Data Science
3 40 (75.47%) Deep Learning
4 38 (71.70%) Artificial Intelligence
5 27 (50.94%) Analytics
6 24 (45.28%) Mathematics
6 24 (45.28%) Visualisation
7 21 (39.62%) Data Visualisation
8 19 (35.85%) Agile Software Development
9 18 (33.96%) Information Retrieval
9 18 (33.96%) Statistical Analysis
10 17 (32.08%) Asset Management
10 17 (32.08%) Neural Network
11 16 (30.19%) Actionable Insight
11 16 (30.19%) DevOps
11 16 (30.19%) Reinforcement Learning
12 15 (28.30%) Data Strategy
12 15 (28.30%) Data-Driven Decision Making
12 15 (28.30%) Predictive Analytics
12 15 (28.30%) Semantic Analysis
Programming Languages
1 48 (90.57%) Python
2 18 (33.96%) Java
3 17 (32.08%) Scala
3 17 (32.08%) SQL
4 16 (30.19%) R
5 8 (15.09%) MATLAB
6 7 (13.21%) Julia
7 4 (7.55%) C++
7 4 (7.55%) Go
8 2 (3.77%) C
9 1 (1.89%) JavaScript
9 1 (1.89%) Rust
Qualifications
1 29 (54.72%) Degree
2 24 (45.28%) PhD
3 9 (16.98%) Master's Degree
4 8 (15.09%) Computer Science Degree
Quality Assurance & Compliance
1 1 (1.89%) QA
1 1 (1.89%) SLA
System Software
1 3 (5.66%) Docker
2 1 (1.89%) HDFS
Systems Management
1 3 (5.66%) Kubernetes
2 1 (1.89%) Ansible
Vendors
1 22 (41.51%) Tableau
2 7 (13.21%) Databricks
3 6 (11.32%) Cloudera
4 1 (1.89%) MapR
4 1 (1.89%) Oracle
4 1 (1.89%) Sybase