Period
to 18 December 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 18 December 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
18 Dec 2018
Same period 2017 Same period 2016
Rank 589 630 610
Rank change year-on-year +41 -20 -
Contract jobs citing Keras 40 24 1
As % of all contract IT jobs advertised in London 0.086% 0.050% 0.002%
As % of the Libraries, Frameworks & Software Standards category 0.22% 0.14% 0.006%
Number of daily rates quoted 16 22 1
London median daily rate £575 £575 £550
Median daily rate % change year-on-year - +4.55% -
10th Percentile £425 £466 £525
90th Percentile £653 £789 £575
England median daily rate £575 £569 £550
% change year-on-year +1.10% +3.41% -
Number of hourly rates quoted 2 0 0
London median hourly rate £47.50 - -
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 18,328 17,537 15,449
As % of all contract IT jobs advertised in London 39.20% 36.89% 34.99%
Number of daily rates quoted 13,858 13,445 11,492
London median daily rate £525 £500 £474
Median daily rate % change year-on-year +5.00% +5.54% +5.28%
10th Percentile £375 £350 £323
90th Percentile £675 £650 £625
England median daily rate £485 £473 £425
% change year-on-year +2.54% +11.29% +2.41%
Number of hourly rates quoted 81 100 74
London median hourly rate £36.00 £29.00 £42.13
Median hourly rate % change year-on-year +24.14% -31.16% +12.33%
10th Percentile £24.11 £19.00 £19.23
90th Percentile £57.50 £47.83 £57.32
England median hourly rate £41.50 £40.00 £40.00
% change year-on-year +3.75% - +6.67%

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 18 December 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 18 December 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 - 18 £575 -
Central London - 5 £575 - 4
Keras
England

For the 6 months to 18 December 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 40 (100.00%) Python
1 40 (100.00%) TensorFlow
2 33 (82.50%) Data Science
3 32 (80.00%) Deep Learning
4 29 (72.50%) Machine Learning
5 28 (70.00%) Mathematics
5 28 (70.00%) PhD
6 27 (67.50%) Finance
6 27 (67.50%) Algorithms
6 27 (67.50%) Caffe
7 25 (62.50%) Degree
8 23 (57.50%) Computer Science
8 23 (57.50%) Problem-Solving
8 23 (57.50%) Creative Problem-Solving
9 21 (52.50%) Statistics
10 20 (50.00%) Master's Degree
11 19 (47.50%) Apache Spark
11 19 (47.50%) Agile Software Development
11 19 (47.50%) Analytics
12 18 (45.00%) Hadoop
13 17 (42.50%) R
13 17 (42.50%) SQL
14 16 (40.00%) Theano
15 15 (37.50%) ETL
15 15 (37.50%) Microsoft
15 15 (37.50%) Google
16 14 (35.00%) Operations Research
16 14 (35.00%) MATLAB
16 14 (35.00%) SAS
16 14 (35.00%) Oracle

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 19 (47.50%) Apache Spark
2 14 (35.00%) SAS
2 14 (35.00%) SharePoint
3 4 (10.00%) Jupyter
Cloud Services
1 5 (12.50%) Amazon AWS
2 4 (10.00%) Google Cloud Platform
3 3 (7.50%) Microsoft Azure
4 1 (2.50%) Azure Data Factory
Database & Business Intelligence
1 18 (45.00%) Hadoop
2 6 (15.00%) Big Data
3 2 (5.00%) Data Lake
4 1 (2.50%) Amazon RDS
4 1 (2.50%) Spotfire
4 1 (2.50%) Text Mining
Development Applications
1 1 (2.50%) Git (software)
1 1 (2.50%) JIRA
1 1 (2.50%) Visual Studio Team System
General
1 27 (67.50%) Finance
2 5 (12.50%) Marketing
3 4 (10.00%) Retail
4 3 (7.50%) Banking
Job Titles
1 28 (70.00%) Data Scientist
2 7 (17.50%) Computer Scientist
2 7 (17.50%) Computer Vision Scientist
3 3 (7.50%) Computer Engineer
3 3 (7.50%) Computer Vision Engineer
3 3 (7.50%) Developer
3 3 (7.50%) Machine Learning Engineer
3 3 (7.50%) Python Developer
3 3 (7.50%) Senior Data Scientist
4 1 (2.50%) Artificial Intelligence Engineer
4 1 (2.50%) DevOps Engineer
4 1 (2.50%) Graduate
4 1 (2.50%) Junior
4 1 (2.50%) Junior Data Scientist
4 1 (2.50%) Lead DevOps
4 1 (2.50%) Lead DevOps Engineer
4 1 (2.50%) Principal Developer
4 1 (2.50%) Research Engineer
Libraries, Frameworks & Software Standards
1 40 (100.00%) TensorFlow
2 27 (67.50%) Caffe
3 16 (40.00%) Theano
4 8 (20.00%) OpenCV
4 8 (20.00%) scikit-learn
5 2 (5.00%) Matplotlib
5 2 (5.00%) Natural Language Processing
5 2 (5.00%) Node.js
5 2 (5.00%) Pandas
5 2 (5.00%) PySpark
5 2 (5.00%) React
6 1 (2.50%) CoreNLP
6 1 (2.50%) PyMC3
6 1 (2.50%) SpaCy
Miscellaneous
1 27 (67.50%) Algorithms
2 2 (5.00%) Analytical Skills
3 1 (2.50%) RIA
3 1 (2.50%) Video Editing
Operating Systems
1 10 (25.00%) Linux
Processes & Methodologies
1 33 (82.50%) Data Science
2 32 (80.00%) Deep Learning
3 29 (72.50%) Machine Learning
4 28 (70.00%) Mathematics
5 23 (57.50%) Computer Science
5 23 (57.50%) Creative Problem-Solving
5 23 (57.50%) Problem-Solving
6 21 (52.50%) Statistics
7 19 (47.50%) Agile Software Development
7 19 (47.50%) Analytics
8 15 (37.50%) ETL
9 14 (35.00%) Operations Research
10 13 (32.50%) Computer Vision
10 13 (32.50%) Neural Network
11 9 (22.50%) Linear Algebra
12 8 (20.00%) Convolutional Neural Network
12 8 (20.00%) Probabilistic Estimation
12 8 (20.00%) Reinforcement Learning
13 6 (15.00%) Artificial Intelligence
14 5 (12.50%) DevOps
Programming Languages
1 40 (100.00%) Python
2 17 (42.50%) R
2 17 (42.50%) SQL
3 14 (35.00%) MATLAB
3 14 (35.00%) Scala
4 13 (32.50%) C++
5 3 (7.50%) C
6 2 (5.00%) Go
6 2 (5.00%) Java
6 2 (5.00%) Ruby
Qualifications
1 28 (70.00%) PhD
2 25 (62.50%) Degree
3 20 (50.00%) Master's Degree
4 6 (15.00%) Computer Science Degree
System Software
1 2 (5.00%) Docker
Systems Management
1 2 (5.00%) Ansible
1 2 (5.00%) Kubernetes
1 2 (5.00%) Opscode Chef
1 2 (5.00%) Puppet
1 2 (5.00%) Terraform
Vendors
1 15 (37.50%) Google
1 15 (37.50%) Microsoft
2 14 (35.00%) Oracle
3 1 (2.50%) Alteryx
3 1 (2.50%) Databricks