Period
to 12 June 2021

The following table provides summary statistics for contract job vacancies advertised in England 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 12 June 2021 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
UK > England
6 months to
12 Jun 2021
Same period 2020 Same period 2019
Rank 524 445 658
Rank change year-on-year -79 +213 +75
Contract jobs citing TensorFlow 108 142 163
As % of all contract jobs advertised in England 0.22% 0.36% 0.20%
As % of the Libraries, Frameworks & Software Standards category 0.73% 1.17% 0.60%
Number of daily rates quoted 76 71 122
10th Percentile £410 £313 £413
25th Percentile £475 £400 £475
Median daily rate (50th Percentile) £572 £500 £550
Median % change year-on-year +14.40% -9.09% -
75th Percentile £664 £588 £634
90th Percentile £825 £713 £710
UK median daily rate £550 £500 £550
% change year-on-year +10.00% -9.09% -
Number of hourly rates quoted 2 0 8
10th Percentile £43.86 " £45.89
25th Percentile £45.01 " £48.71
Median hourly rate £47.44 - £49.93
75th Percentile £49.34 " £52.66
90th Percentile £50.17 " £58.63
UK median hourly rate £50.00 - £50.00

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 England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
England
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 14,792 12,092 26,979
As % of all contract IT jobs advertised in England 30.37% 30.88% 32.59%
Number of daily rates quoted 10,633 8,702 19,292
10th Percentile £350 £338 £340
25th Percentile £413 £413 £409
Median daily rate (50th Percentile) £500 £500 £500
75th Percentile £600 £600 £575
90th Percentile £700 £675 £650
UK median daily rate £500 £500 £488
% change year-on-year - +2.56% +3.72%
Number of hourly rates quoted 145 102 237
10th Percentile £22.10 £20.53 £17.35
25th Percentile £31.25 £31.63 £32.50
Median hourly rate £45.00 £46.46 £45.00
Median % change year-on-year -3.14% +3.24% +6.49%
75th Percentile £57.50 £57.50 £53.75
90th Percentile £65.82 £66.00 £61.35
UK median hourly rate £45.00 £46.00 £45.00
% change year-on-year -2.17% +2.22% +7.14%

TensorFlow
Job Vacancy Trend in England

Job postings citing TensorFlow as a proportion of all IT jobs advertised in England.

Job vacancy trend for TensorFlow in England

TensorFlow
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing TensorFlow in England.

Daily rate trend for TensorFlow in England

TensorFlow
Daily Rate Histogram in England

Daily rate distribution for jobs citing TensorFlow in England over the 6 months to 12 June 2021.

Daily rate histogram for TensorFlow in England

TensorFlow
Contractor Hourly Rate Trend in England

3-month moving average hourly rates quoted in jobs citing TensorFlow in England.

Hourly rate trend for TensorFlow in England

TensorFlow
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing TensorFlow within the England region over the 6 months to 12 June 2021. 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
London -132 61 £620 +24.00% 41
South East +27 24 £530 +11.58% 4
East of England +9 9 £700 - 10
North of England +10 2 £600 +150.00% 5
North West -9 2 £600 +150.00% 2
Midlands - 2 £250 - 5
East Midlands - 1 £125 - 4
West Midlands - 1 £375 - 1
TensorFlow
UK

For the 6 months to 12 June 2021, 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 England region with a requirement for TensorFlow.

1 98 (90.74%) Python
2 59 (54.63%) Machine Learning
2 59 (54.63%) Keras
3 57 (52.78%) NumPy
4 52 (48.15%) Data Science
5 46 (42.59%) Azure
6 43 (39.81%) Agile Software Development
7 40 (37.04%) PyTorch
8 39 (36.11%) ETL
8 39 (36.11%) Finance
9 38 (35.19%) PhD
10 37 (34.26%) SciPy
11 33 (30.56%) R
12 31 (28.70%) SQL
12 31 (28.70%) Artificial Intelligence
13 29 (26.85%) Algorithms
13 29 (26.85%) scikit-learn
14 27 (25.00%) Analytics
14 27 (25.00%) Social Skills
15 26 (24.07%) AWS
16 25 (23.15%) Mathematics
16 25 (23.15%) Computer Science
17 22 (20.37%) Degree
17 22 (20.37%) Visualisation
17 22 (20.37%) DevOps
18 21 (19.44%) Analytical Skills
18 21 (19.44%) Deep Learning
18 21 (19.44%) Statistics
19 19 (17.59%) Software Engineering
19 19 (17.59%) Data Mining

TensorFlow
Co-occurring IT Skills in England 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 16 (14.81%) Apache Spark
2 8 (7.41%) Elasticsearch
3 7 (6.48%) Apache
4 6 (5.56%) SAS
5 3 (2.78%) Apache Airflow
5 3 (2.78%) IPython
5 3 (2.78%) Jupyter
6 1 (0.93%) Apache Pig
6 1 (0.93%) Confluence
Applications
1 1 (0.93%) Microsoft PowerPoint
Business Applications
1 2 (1.85%) SAP R/3
2 1 (0.93%) Oracle Procure-to-Pay
Cloud Services
1 46 (42.59%) Azure
2 26 (24.07%) AWS
3 19 (17.59%) GCP
4 14 (12.96%) Power Platform
5 4 (3.70%) Amazon SageMaker
6 3 (2.78%) Google App Engine
6 3 (2.78%) OpenShift
7 2 (1.85%) AWS Lambda
7 2 (1.85%) Cloud Functions
7 2 (1.85%) Dialogflow
7 2 (1.85%) GitHub
7 2 (1.85%) Google Compute Engine
7 2 (1.85%) Serverless
8 1 (0.93%) Azure Machine Learning
8 1 (0.93%) PaaS
8 1 (0.93%) Snowflake
Communications & Networking
1 2 (1.85%) FTP
1 2 (1.85%) RTP
1 2 (1.85%) SNMP
2 1 (0.93%) Internet
2 1 (0.93%) Network Security
Database & Business Intelligence
1 19 (17.59%) Data Mining
1 19 (17.59%) Relational Database
2 16 (14.81%) Big Data
3 15 (13.89%) Hadoop
4 14 (12.96%) Power BI
5 8 (7.41%) BigQuery
5 8 (7.41%) SQL Server
6 7 (6.48%) Tableau
7 6 (5.56%) MySQL
8 4 (3.70%) Apache Hive
8 4 (3.70%) Geospatial Data
8 4 (3.70%) NoSQL
9 3 (2.78%) Apache Cassandra
9 3 (2.78%) MongoDB
10 2 (1.85%) Bigtable
10 2 (1.85%) Cloud Spanner
10 2 (1.85%) SAP HANA
11 1 (0.93%) Amazon Athena
11 1 (0.93%) Flink
11 1 (0.93%) Parquet
Development Applications
1 4 (3.70%) JIRA
2 3 (2.78%) Git (software)
2 3 (2.78%) MLflow
3 2 (1.85%) Jenkins
3 2 (1.85%) Maven
3 2 (1.85%) PyCharm
3 2 (1.85%) Visual Studio
4 1 (0.93%) Artifactory
4 1 (0.93%) Gradle
4 1 (0.93%) Octopus Deploy
4 1 (0.93%) Postman
4 1 (0.93%) ProC
4 1 (0.93%) Sonatype Nexus
4 1 (0.93%) TeamCity
General
1 39 (36.11%) Finance
2 27 (25.00%) Social Skills
3 21 (19.44%) Analytical Skills
4 7 (6.48%) Presentation Skills
5 6 (5.56%) Public Sector
5 6 (5.56%) Retail
5 6 (5.56%) Telecoms
6 5 (4.63%) Pharmaceutical
7 3 (2.78%) Front Office
7 3 (2.78%) Games
7 3 (2.78%) Marketing
7 3 (2.78%) Organisational Skills
8 2 (1.85%) Influencing Skills
9 1 (0.93%) Legal
9 1 (0.93%) Publishing
Job Titles
1 47 (43.52%) Data Scientist
2 31 (28.70%) Developer
3 17 (15.74%) Senior Data Scientist
4 15 (13.89%) Python Developer
4 15 (13.89%) Quantitative Developer
5 8 (7.41%) Data Engineer
6 6 (5.56%) Analyst
6 6 (5.56%) Consultant
6 6 (5.56%) Energy Trading Developer
6 6 (5.56%) Lead Developer
7 5 (4.63%) Analyst Developer
7 5 (4.63%) Machine Learning Engineer
7 5 (4.63%) Software Engineer
8 4 (3.70%) Analytics Developer
8 4 (3.70%) Architect
8 4 (3.70%) Machine Learning Scientist
9 3 (2.78%) AWS Developer
9 3 (2.78%) Big Data Engineer
9 3 (2.78%) Python Engineer
10 2 (1.85%) Machine Learning Consultant
Libraries, Frameworks & Software Standards
1 59 (54.63%) Keras
2 57 (52.78%) NumPy
3 40 (37.04%) PyTorch
4 37 (34.26%) SciPy
5 29 (26.85%) scikit-learn
6 13 (12.04%) Pandas
7 6 (5.56%) Kafka
7 6 (5.56%) Web Services
8 4 (3.70%) Apache NiFi
8 4 (3.70%) Elastic Stack
8 4 (3.70%) Node.js
9 3 (2.78%) Apache Beam
9 3 (2.78%) Caffe
9 3 (2.78%) CSS
9 3 (2.78%) HTML
9 3 (2.78%) JSON
9 3 (2.78%) Matplotlib
9 3 (2.78%) Protocol Buffers
9 3 (2.78%) React
9 3 (2.78%) Spring
Miscellaneous
1 29 (26.85%) Algorithms
2 11 (10.19%) Tandem
3 6 (5.56%) Data Structures
4 4 (3.70%) CUDA
4 4 (3.70%) Social Media
5 3 (2.78%) Greenfield Project
5 3 (2.78%) Life Science
6 2 (1.85%) Grid Computing
6 2 (1.85%) NHS
7 1 (0.93%) Derivative
7 1 (0.93%) Energy Derivatives
7 1 (0.93%) Management Information System
7 1 (0.93%) Photography
7 1 (0.93%) Public Cloud
7 1 (0.93%) Renewable Energy
Operating Systems
1 7 (6.48%) Linux
2 6 (5.56%) Windows
3 2 (1.85%) Windows 10
4 1 (0.93%) Android
4 1 (0.93%) Apple iOS
Processes & Methodologies
1 59 (54.63%) Machine Learning
2 52 (48.15%) Data Science
3 43 (39.81%) Agile Software Development
4 39 (36.11%) ETL
5 31 (28.70%) Artificial Intelligence
6 27 (25.00%) Analytics
7 25 (23.15%) Computer Science
7 25 (23.15%) Mathematics
8 22 (20.37%) DevOps
8 22 (20.37%) Visualisation
9 21 (19.44%) Deep Learning
9 21 (19.44%) Statistics
10 19 (17.59%) Predictive Modelling
10 19 (17.59%) Software Engineering
11 18 (16.67%) Data Analysis
12 16 (14.81%) Coaching
13 15 (13.89%) Data Modelling
14 13 (12.04%) Neural Network
14 13 (12.04%) Open Source
15 12 (11.11%) Statistical Modelling
Programming Languages
1 98 (90.74%) Python
2 33 (30.56%) R
3 31 (28.70%) SQL
4 12 (11.11%) Java
5 4 (3.70%) C++
6 3 (2.78%) C#
6 3 (2.78%) JavaScript
6 3 (2.78%) Julia
6 3 (2.78%) MATLAB
6 3 (2.78%) Scala
7 2 (1.85%) C
7 2 (1.85%) Go
7 2 (1.85%) Kotlin
7 2 (1.85%) PowerShell
7 2 (1.85%) Ruby
7 2 (1.85%) Shell Script
8 1 (0.93%) Apple Swift
8 1 (0.93%) Bash Shell
8 1 (0.93%) Java 8
8 1 (0.93%) PL/SQL
Qualifications
1 38 (35.19%) PhD
2 22 (20.37%) Degree
3 10 (9.26%) Security Cleared
4 5 (4.63%) Postgraduate
4 5 (4.63%) SC Cleared
5 4 (3.70%) DV Cleared
6 3 (2.78%) BPSS Clearance
6 3 (2.78%) Computer Science Degree
6 3 (2.78%) Master's Degree
7 1 (0.93%) DBS Check
Quality Assurance & Compliance
1 4 (3.70%) Data Quality
2 3 (2.78%) Disclosure Scotland
3 2 (1.85%) Accessibility
4 1 (0.93%) QA
4 1 (0.93%) SLA
System Software
1 16 (14.81%) Docker
Systems Management
1 14 (12.96%) Kubernetes
2 8 (7.41%) Kibana
3 6 (5.56%) Ansible
4 3 (2.78%) Terraform
5 1 (0.93%) Istio
5 1 (0.93%) Rancher
Vendors
1 8 (7.41%) Oracle
2 5 (4.63%) Google
3 2 (1.85%) Cloudera
3 2 (1.85%) Microsoft
3 2 (1.85%) PeopleSoft
3 2 (1.85%) SAP
3 2 (1.85%) UiPath
4 1 (0.93%) Cognos
4 1 (0.93%) Confluent
4 1 (0.93%) Databricks
4 1 (0.93%) IBM