Period
to 17 June 2019

The following table provides summary statistics for contract job vacancies advertised in London with a requirement for TensorFlow skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited TensorFlow over the 6 months to 17 June 2019 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.

Google TensorFlow
England > London
6 months to
17 Jun 2019
Same period 2018 Same period 2017
Rank 449 524 572
Rank change year-on-year +75 +48 +24
Contract jobs citing TensorFlow 134 103 11
As % of all contract IT jobs advertised in London 0.33% 0.23% 0.028%
As % of the Libraries, Frameworks & Software Standards category 0.91% 0.62% 0.078%
Number of daily rates quoted 102 74 3
London median daily rate £575 £519 £500
Median daily rate % change year-on-year +10.84% +3.75% -9.09%
10th Percentile £413 £441 £421
90th Percentile £737 £710 £705
England median daily rate £550 £538 £458
% change year-on-year +2.33% +17.49% -16.82%
Number of hourly rates quoted 5 6 0
London median hourly rate £44.57 £45.00 -
Median hourly rate % change year-on-year -0.97% - -
England median hourly rate £49.13 £45.00 -
% change year-on-year +9.18% - -

TensorFlow 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 14,761 16,544 14,118
As % of all contract IT jobs advertised in London 36.83% 36.91% 35.61%
Number of daily rates quoted 11,028 12,622 10,526
London median daily rate £525 £501 £475
Median daily rate % change year-on-year +4.90% +5.37% +2.70%
10th Percentile £375 £363 £331
90th Percentile £675 £663 £638
England median daily rate £500 £475 £450
% change year-on-year +5.26% +5.56% +5.88%
Number of hourly rates quoted 68 120 97
London median hourly rate £45.00 £43.71 £43.50
Median hourly rate % change year-on-year +2.96% +0.48% +8.75%
10th Percentile £32.50 £20.15 £19.36
90th Percentile £85.75 £73.00 £55.63
England median hourly rate £44.18 £42.38 £40.50
% change year-on-year +4.24% +4.65% +8.00%

TensorFlow
Job Vacancy Trend in London

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

Job vacancy trend for TensorFlow in London

TensorFlow
Contractor Daily Rate Trend in London

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

Contractor daily rate trend for TensorFlow in London

TensorFlow
Contractor Daily Rate Histogram in London

The daily rate distribution of IT jobs citing TensorFlow in London over the 6 months to 17 June 2019.

Contractor daily rate histogram for TensorFlow in London

TensorFlow
Contractor Hourly Rate Trend in London

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing TensorFlow in London.

Contractor hourly rate trend for TensorFlow in London

TensorFlow
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 TensorFlow within the London region over the 6 months to 17 June 2019. 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
Central London +22 21 £550 +13.40% 1
West London +37 18 £588 -
East London -3 14 £588 +4.44%
TensorFlow
England

For the 6 months to 17 June 2019, IT contractor jobs citing TensorFlow 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 TensorFlow.

1 110 (82.09%) Machine Learning
2 107 (79.85%) Python
3 101 (75.37%) Data Science
4 52 (38.81%) Big Data
5 49 (36.57%) Analytics
6 48 (35.82%) Neural Network
7 46 (34.33%) Deep Learning
8 44 (32.84%) SQL
9 39 (29.10%) Caffe
10 38 (28.36%) Apache Spark
10 38 (28.36%) Algorithms
11 37 (27.61%) PhD
12 35 (26.12%) Hadoop
13 34 (25.37%) C++
13 34 (25.37%) Java
13 34 (25.37%) Google Cloud Platform
14 33 (24.63%) R
14 33 (24.63%) Artificial Intelligence
15 31 (23.13%) Keras
16 29 (21.64%) Natural Language Processing
17 28 (20.90%) Amazon AWS
18 25 (18.66%) Finance
18 25 (18.66%) Problem-Solving
19 24 (17.91%) Computer Vision
20 23 (17.16%) Mathematics
20 23 (17.16%) Computer Science
21 22 (16.42%) Use Case
22 21 (15.67%) Analytical Skills
22 21 (15.67%) scikit-learn
22 21 (15.67%) Data Mining

TensorFlow
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 38 (28.36%) Apache Spark
2 12 (8.96%) SAS
3 10 (7.46%) Jupyter
4 4 (2.99%) Apache
4 4 (2.99%) Apache Airflow
4 4 (2.99%) Confluence
5 2 (1.49%) Apache Solr
5 2 (1.49%) Elasticsearch
6 1 (0.75%) Apache Pig
6 1 (0.75%) Luigi
6 1 (0.75%) nginx
6 1 (0.75%) Tornado
Applications
1 1 (0.75%) SPSS
Cloud Services
1 34 (25.37%) Google Cloud Platform
2 28 (20.90%) Amazon AWS
3 5 (3.73%) Microsoft Azure
4 4 (2.99%) Amazon S3
5 3 (2.24%) Amazon Kinesis
6 2 (1.49%) GitHub
6 2 (1.49%) Google Compute Engine
7 1 (0.75%) AdWords
7 1 (0.75%) Amazon EMR
7 1 (0.75%) Firebase
7 1 (0.75%) Google Analytics
7 1 (0.75%) OpenShift
7 1 (0.75%) Power Platform
Communications & Networking
1 2 (1.49%) Internet
1 2 (1.49%) Skype
Database & Business Intelligence
1 52 (38.81%) Big Data
2 35 (26.12%) Hadoop
3 21 (15.67%) Data Mining
4 18 (13.43%) Apache Hive
5 17 (12.69%) Text Mining
6 14 (10.45%) BigQuery
7 7 (5.22%) NoSQL
8 4 (2.99%) Amazon Athena
8 4 (2.99%) Hazelcast
9 3 (2.24%) Amazon Redshift
9 3 (2.24%) Data Lake
9 3 (2.24%) MongoDB
9 3 (2.24%) PostgreSQL
9 3 (2.24%) Relational Database
10 2 (1.49%) Apache Cassandra
10 2 (1.49%) Flink
10 2 (1.49%) Pentaho
10 2 (1.49%) SQL Server
11 1 (0.75%) Mahout
11 1 (0.75%) SAP HANA
Development Applications
1 4 (2.99%) Git (software)
1 4 (2.99%) Jenkins
2 3 (2.24%) GitLab
3 2 (1.49%) JIRA
3 2 (1.49%) Mocha
3 2 (1.49%) Vagrant
4 1 (0.75%) Atlassian Bamboo
4 1 (0.75%) Bitbucket
4 1 (0.75%) PyCharm
4 1 (0.75%) Selenium
General
1 25 (18.66%) Finance
2 15 (11.19%) Marketing
3 7 (5.22%) Banking
3 7 (5.22%) Legal
4 5 (3.73%) Advertising
5 3 (2.24%) Retail
6 2 (1.49%) Games
6 2 (1.49%) Investment Banking
6 2 (1.49%) Telecoms
7 1 (0.75%) Aerospace
7 1 (0.75%) Automotive
7 1 (0.75%) Electronics
7 1 (0.75%) Financial Institution
7 1 (0.75%) Manufacturing
Job Titles
1 70 (52.24%) Data Scientist
2 22 (16.42%) Senior Data Scientist
3 21 (15.67%) Data Engineer
4 16 (11.94%) Python Engineer
5 13 (9.70%) Machine Learning Engineer
6 12 (8.96%) Computer Engineer
6 12 (8.96%) Computer Vision Engineer
6 12 (8.96%) Developer
7 10 (7.46%) Computer Scientist
7 10 (7.46%) Computer Vision Scientist
8 9 (6.72%) Senior Data Engineer
9 8 (5.97%) Consultant
9 8 (5.97%) Machine Learning Scientist
10 6 (4.48%) Architect
10 6 (4.48%) C++ Software Engineer
10 6 (4.48%) Data Consultant
10 6 (4.48%) Python Developer
10 6 (4.48%) Software Engineer
11 4 (2.99%) Java Developer
11 4 (2.99%) Machine Learning Developer
Libraries, Frameworks & Software Standards
1 39 (29.10%) Caffe
2 31 (23.13%) Keras
3 29 (21.64%) Natural Language Processing
4 21 (15.67%) scikit-learn
5 18 (13.43%) Pandas
6 17 (12.69%) Torch
7 16 (11.94%) NumPy
8 15 (11.19%) OpenCV
9 14 (10.45%) Kafka
10 11 (8.21%) SciPy
11 8 (5.97%) Matplotlib
12 7 (5.22%) MXNet
13 6 (4.48%) REST
13 6 (4.48%) Unity (Game Engine)
13 6 (4.48%) Unreal Engine
14 5 (3.73%) AngularJS
14 5 (3.73%) Node.js
14 5 (3.73%) SpaCy
15 4 (2.99%) Web Services
16 3 (2.24%) JSON
Miscellaneous
1 38 (28.36%) Algorithms
2 21 (15.67%) Analytical Skills
3 10 (7.46%) Greenfield Project
4 8 (5.97%) Robotics
5 7 (5.22%) User Experience
6 5 (3.73%) Industry 4.0
7 2 (1.49%) Enterprise Cloud
8 1 (0.75%) Augmented Reality
8 1 (0.75%) Cloud Native
8 1 (0.75%) CUDA
8 1 (0.75%) Data Structures
8 1 (0.75%) FMCG
8 1 (0.75%) Mobile App
8 1 (0.75%) Oracle Exalytics
8 1 (0.75%) Virtual Team
Operating Systems
1 11 (8.21%) Linux
2 3 (2.24%) Android
3 1 (0.75%) Red Hat Enterprise Linux
Processes & Methodologies
1 110 (82.09%) Machine Learning
2 101 (75.37%) Data Science
3 49 (36.57%) Analytics
4 48 (35.82%) Neural Network
5 46 (34.33%) Deep Learning
6 33 (24.63%) Artificial Intelligence
7 25 (18.66%) Problem-Solving
8 24 (17.91%) Computer Vision
9 23 (17.16%) Computer Science
9 23 (17.16%) Mathematics
10 22 (16.42%) Use Case
11 19 (14.18%) Software Engineering
12 16 (11.94%) Data Analytics
12 16 (11.94%) Data Modelling
13 15 (11.19%) Visualisation
14 14 (10.45%) Agile Software Development
14 14 (10.45%) Cluster Analysis
14 14 (10.45%) Decision-Making
15 13 (9.70%) Convolutional Neural Network
15 13 (9.70%) Service Delivery
Programming Languages
1 107 (79.85%) Python
2 44 (32.84%) SQL
3 34 (25.37%) C++
3 34 (25.37%) Java
4 33 (24.63%) R
5 19 (14.18%) Scala
6 13 (9.70%) C
7 12 (8.96%) MATLAB
8 8 (5.97%) Lua
9 7 (5.22%) C#
10 6 (4.48%) TypeScript
11 4 (2.99%) JavaScript
12 3 (2.24%) Go
13 2 (1.49%) PL/SQL
14 1 (0.75%) Bash Shell
Qualifications
1 37 (27.61%) PhD
2 19 (14.18%) Degree
3 12 (8.96%) Master's Degree
4 8 (5.97%) Computer Science Degree
5 2 (1.49%) Security Cleared
6 1 (0.75%) DV Cleared
6 1 (0.75%) Numerate Degree
6 1 (0.75%) Postgraduate
Quality Assurance & Compliance
1 2 (1.49%) QA
System Software
1 20 (14.93%) Docker
2 3 (2.24%) HDFS
3 1 (0.75%) Apache Flume
3 1 (0.75%) VMware ESXi
3 1 (0.75%) vSphere
Systems Management
1 11 (8.21%) Kubernetes
2 2 (1.49%) Opscode Chef
2 2 (1.49%) Terraform
3 1 (0.75%) Ansible
3 1 (0.75%) Docker Swarm
Vendors
1 19 (14.18%) Google
2 5 (3.73%) Tableau
3 4 (2.99%) Dataiku
3 4 (2.99%) IBM
4 2 (1.49%) Atlassian
4 2 (1.49%) Cloudera
4 2 (1.49%) Facebook
4 2 (1.49%) Twitter
5 1 (0.75%) Hortonworks
5 1 (0.75%) Instagram
5 1 (0.75%) NVIDIA
5 1 (0.75%) Oracle
5 1 (0.75%) Red Hat
5 1 (0.75%) SAP
5 1 (0.75%) VMware