Period
to 16 August 2018

The following table provides summary statistics for contract job vacancies advertised in London with a requirement for Keras skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Keras over the 6 months to 16 August 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Keras
England > London
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 574 603 -
Rank change year-on-year +29 - -
Contract jobs citing Keras 51 12 0
As % of all contract IT jobs advertised in London 0.11% 0.028% -
As % of the Libraries, Frameworks & Software Standards category 0.29% 0.077% -
Number of daily rates quoted 34 9 0
London median daily rate £513 £575 -
Median daily rate % change year-on-year -10.87% - -
England median daily rate £538 £575 -
% change year-on-year -6.52% - -
Number of hourly rates quoted 4 0 0
London median hourly rate £46.25 - -
England median hourly rate £47.50 - -

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

All Software Libraries and Frameworks
London
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 17,581 15,588 15,038
As % of all contract IT jobs advertised in London 38.62% 36.48% 33.15%
Number of daily rates quoted 13,358 11,581 11,339
London median daily rate £513 £500 £463
Median daily rate % change year-on-year +2.50% +8.11% +2.78%
10th Percentile £363 £350 £313
90th Percentile £675 £650 £625
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +6.25%
Number of hourly rates quoted 102 102 57
London median hourly rate £43.50 £40.00 £40.00
Median hourly rate % change year-on-year +8.75% - -
10th Percentile £20.42 £19.03 £19.00
90th Percentile £77.00 £52.95 £57.13
England median hourly rate £41.61 £40.00 £36.50
% change year-on-year +4.03% +9.59% -1.35%

Keras
Job Vacancy Trend in London

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

Job vacancy trend for Keras in London

Keras
Contractor Daily Rate Trend in London

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Keras in London.

Contractor daily rate trend for Keras in London

Keras
Contractor Daily Rate Histogram in London

The daily rate distribution of IT jobs citing Keras in London over the 6 months to 16 August 2018.

Contractor daily rate histogram for Keras in London

Keras
Contract Job Locations in London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Keras within the London region over the 6 months to 16 August 2018. 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
Job
Vacancies
East London - 10 £550 - 1
Central London -15 5 £575 +38.55% 7
Keras
England

For the 6 months to 16 August 2018, IT contractor 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 contract job ads across the London region with a requirement for Keras.

1 51 (100.00%) Python
2 50 (98.04%) Machine Learning
3 49 (96.08%) TensorFlow
4 38 (74.51%) Data Science
5 37 (72.55%) Algorithms
6 35 (68.63%) Deep Learning
7 28 (54.90%) Mathematics
8 27 (52.94%) PhD
9 24 (47.06%) Degree
10 22 (43.14%) Finance
11 21 (41.18%) Computer Science
12 17 (33.33%) Problem-Solving
13 16 (31.37%) Pandas
13 16 (31.37%) NumPy
14 15 (29.41%) Git (software)
14 15 (29.41%) C++
14 15 (29.41%) Analytical Skills
14 15 (29.41%) Docker
14 15 (29.41%) Flask
14 15 (29.41%) Creative Problem-Solving
14 15 (29.41%) Master's Degree
14 15 (29.41%) Computer Vision
15 14 (27.45%) Agile Software Development
15 14 (27.45%) Web Development
15 14 (27.45%) nginx
16 13 (25.49%) SQL
16 13 (25.49%) Microsoft
17 12 (23.53%) Linux
17 12 (23.53%) Computer Science Degree
17 12 (23.53%) R

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 14 (27.45%) nginx
2 8 (15.69%) Apache Spark
3 5 (9.80%) Jupyter
4 4 (7.84%) SAS
4 4 (7.84%) SharePoint
Cloud Services
1 8 (15.69%) Amazon AWS
2 4 (7.84%) Microsoft Azure
3 2 (3.92%) Google Cloud Platform
4 1 (1.96%) AdWords
4 1 (1.96%) Azure Data Factory
Database & Business Intelligence
1 10 (19.61%) Hadoop
2 8 (15.69%) Big Data
3 6 (11.76%) Amazon RDS
4 3 (5.88%) SQL Server Integration Services
5 1 (1.96%) Blockchain
5 1 (1.96%) Data Lake
5 1 (1.96%) Spotfire
Development Applications
1 15 (29.41%) Git (software)
2 1 (1.96%) Jenkins
2 1 (1.96%) JIRA
2 1 (1.96%) Selenium
2 1 (1.96%) Visual Studio Team System
General
1 22 (43.14%) Finance
2 6 (11.76%) Banking
3 1 (1.96%) Advertising
Job Titles
1 29 (56.86%) Data Scientist
2 9 (17.65%) Developer
2 9 (17.65%) Python Developer
3 8 (15.69%) Computer Scientist
3 8 (15.69%) Computer Vision Scientist
4 5 (9.80%) Computer Engineer
4 5 (9.80%) Computer Vision Engineer
5 4 (7.84%) Senior Data Scientist
6 3 (5.88%) Machine Learning Engineer
6 3 (5.88%) Research Engineer
7 2 (3.92%) Automation Engineer
7 2 (3.92%) Python Engineer
7 2 (3.92%) Senior Automation Engineer
8 1 (1.96%) Artificial Intelligence Engineer
8 1 (1.96%) Data Engineer
8 1 (1.96%) Graduate
8 1 (1.96%) Junior
8 1 (1.96%) Junior Data Scientist
8 1 (1.96%) Principal Developer
Libraries, Frameworks & Software Standards
1 49 (96.08%) TensorFlow
2 16 (31.37%) NumPy
2 16 (31.37%) Pandas
3 15 (29.41%) Flask
4 11 (21.57%) OpenCV
5 7 (13.73%) scikit-learn
6 4 (7.84%) Theano
7 1 (1.96%) AngularJS
7 1 (1.96%) Django
7 1 (1.96%) Matplotlib
7 1 (1.96%) Natural Language Processing
7 1 (1.96%) PyMC3
7 1 (1.96%) PySpark
7 1 (1.96%) REST
7 1 (1.96%) SciPy
Miscellaneous
1 37 (72.55%) Algorithms
2 21 (41.18%) Computer Science
3 15 (29.41%) Analytical Skills
4 1 (1.96%) Fintech
4 1 (1.96%) RIA
Operating Systems
1 12 (23.53%) Linux
Processes & Methodologies
1 50 (98.04%) Machine Learning
2 38 (74.51%) Data Science
3 35 (68.63%) Deep Learning
4 28 (54.90%) Mathematics
5 17 (33.33%) Problem-Solving
6 15 (29.41%) Computer Vision
6 15 (29.41%) Creative Problem-Solving
7 14 (27.45%) Agile Software Development
7 14 (27.45%) Web Development
8 11 (21.57%) Analytics
8 11 (21.57%) Neural Network
9 10 (19.61%) Statistics
10 8 (15.69%) Data Acquisition
11 7 (13.73%) Continuous Integration
12 6 (11.76%) Artificial Intelligence
12 6 (11.76%) ETL
12 6 (11.76%) Integration Testing
12 6 (11.76%) Release Management
12 6 (11.76%) Software Engineering
12 6 (11.76%) Use Case
Programming Languages
1 51 (100.00%) Python
2 15 (29.41%) C++
3 13 (25.49%) SQL
4 12 (23.53%) R
5 5 (9.80%) Scala
6 4 (7.84%) MATLAB
7 3 (5.88%) Java
8 1 (1.96%) C
Qualifications
1 27 (52.94%) PhD
2 24 (47.06%) Degree
3 15 (29.41%) Master's Degree
4 12 (23.53%) Computer Science Degree
Quality Assurance & Compliance
1 2 (3.92%) GCP
System Software
1 15 (29.41%) Docker
Vendors
1 13 (25.49%) Microsoft
2 11 (21.57%) Google
3 4 (7.84%) Oracle
4 1 (1.96%) Alteryx
4 1 (1.96%) Databricks
4 1 (1.96%) Facebook
4 1 (1.96%) Twitter