Period
to 14 December 2018

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 14 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.

Google TensorFlow
England > London
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 505 579 600
Rank change year-on-year +74 +21 -
Contract jobs citing TensorFlow 119 61 24
As % of all contract IT jobs advertised in London 0.25% 0.13% 0.054%
As % of the Libraries, Frameworks & Software Standards category 0.65% 0.35% 0.15%
Number of daily rates quoted 75 49 15
London median daily rate £550 £575 £500
Median daily rate % change year-on-year -4.35% +15.00% -
10th Percentile £416 £406 £444
90th Percentile £660 £695 £575
England median daily rate £550 £575 £488
% change year-on-year -4.35% +17.95% -
Number of hourly rates quoted 3 1 0
London median hourly rate £47.50 £45.00 -
Median hourly rate % change year-on-year +5.56% - -
England median hourly rate £47.50 £45.00 -
% change year-on-year +5.56% - -

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 18,367 17,586 15,553
As % of all contract IT jobs advertised in London 39.23% 37.00% 34.87%
Number of daily rates quoted 13,881 13,471 11,579
London median daily rate £525 £500 £475
Median daily rate % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £375 £350 £323
90th Percentile £675 £650 £625
England median daily rate £480 £470 £425
% change year-on-year +2.13% +10.59% +2.41%
Number of hourly rates quoted 84 100 70
London median hourly rate £36.75 £29.00 £41.13
Median hourly rate % change year-on-year +26.72% -29.48% +15.03%
10th Percentile £24.11 £19.00 £19.21
90th Percentile £58.75 £47.83 £58.50
England median hourly rate £41.50 £40.00 £40.00
% change year-on-year +3.75% - +6.67%

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 14 December 2018.

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 14 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
Central London +10 27 £575 +39.39% 13
East London -14 23 £575 -4.17% 1
West London - 4 £475 - 5
TensorFlow
England

For the 6 months to 14 December 2018, 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.

1 108 (90.76%) Python
2 107 (89.92%) Data Science
3 98 (82.35%) Machine Learning
4 70 (58.82%) Algorithms
5 67 (56.30%) Deep Learning
6 61 (51.26%) Apache Spark
7 59 (49.58%) Analytics
8 53 (44.54%) Hadoop
9 50 (42.02%) Degree
10 49 (41.18%) Big Data
11 46 (38.66%) SQL
12 43 (36.13%) PhD
12 43 (36.13%) Agile Software Development
13 41 (34.45%) Computer Science
13 41 (34.45%) Master's Degree
14 40 (33.61%) Keras
14 40 (33.61%) Theano
15 39 (32.77%) Finance
16 35 (29.41%) Caffe
17 34 (28.57%) Amazon AWS
18 33 (27.73%) Statistics
18 33 (27.73%) Mathematics
18 33 (27.73%) Software Engineering
19 32 (26.89%) Apache Hive
19 32 (26.89%) R
19 32 (26.89%) Analytical Skills
20 27 (22.69%) Problem-Solving
21 26 (21.85%) Artificial Intelligence
22 24 (20.17%) Google
23 23 (19.33%) Creative Problem-Solving

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 61 (51.26%) Apache Spark
2 17 (14.29%) SAS
3 14 (11.76%) SharePoint
4 10 (8.40%) Elasticsearch
5 8 (6.72%) Jupyter
6 3 (2.52%) Apache Pig
7 2 (1.68%) Apache Solr
Applications
1 4 (3.36%) Chatbot
Business Applications
1 3 (2.52%) SAP MM
1 3 (2.52%) SAP Oil and Gas
1 3 (2.52%) SAP R/3
Cloud Services
1 34 (28.57%) Amazon AWS
2 17 (14.29%) Amazon EMR
3 14 (11.76%) Microsoft Azure
4 5 (4.20%) Google Cloud Platform
5 3 (2.52%) Cloud Computing
6 1 (0.84%) Azure Data Factory
6 1 (0.84%) Cortana Intelligence Suite
6 1 (0.84%) PaaS
6 1 (0.84%) SaaS
Database & Business Intelligence
1 53 (44.54%) Hadoop
2 49 (41.18%) Big Data
3 32 (26.89%) Apache Hive
4 16 (13.45%) Relational Database
5 12 (10.08%) NoSQL
6 5 (4.20%) Power BI
7 3 (2.52%) Apache Cassandra
7 3 (2.52%) Data Mining
7 3 (2.52%) DB2
7 3 (2.52%) HBase
7 3 (2.52%) KDB
7 3 (2.52%) Kdb+
7 3 (2.52%) MongoDB
7 3 (2.52%) SAP HANA
8 2 (1.68%) Data Lake
8 2 (1.68%) Presto
8 2 (1.68%) RDBMS
8 2 (1.68%) Spotfire
9 1 (0.84%) Amazon RDS
9 1 (0.84%) Neo4j
Development Applications
1 9 (7.56%) Git (software)
2 6 (5.04%) Jenkins
2 6 (5.04%) Visual Studio Team System
3 3 (2.52%) LSMW
3 3 (2.52%) Maven
3 3 (2.52%) Robot Framework
3 3 (2.52%) Visual Studio
4 1 (0.84%) JIRA
General
1 39 (32.77%) Finance
2 12 (10.08%) Banking
3 10 (8.40%) Marketing
4 9 (7.56%) Retail
5 3 (2.52%) Manufacturing
6 1 (0.84%) Advertising
Job Titles
1 70 (58.82%) Data Scientist
2 13 (10.92%) Software Engineer
3 11 (9.24%) Machine Learning Engineer
3 11 (9.24%) Senior Data Scientist
4 10 (8.40%) Python Engineer
5 9 (7.56%) Developer
6 8 (6.72%) Python Software Engineer
7 7 (5.88%) Algorithm Engineer
7 7 (5.88%) Computer Engineer
7 7 (5.88%) Computer Scientist
7 7 (5.88%) Computer Vision Engineer
7 7 (5.88%) Computer Vision Scientist
7 7 (5.88%) Data Engineer
8 6 (5.04%) Consultant
9 4 (3.36%) Analytics Consultant
9 4 (3.36%) C++ Software Engineer
9 4 (3.36%) Data Consultant
9 4 (3.36%) Machine Learning Scientist
9 4 (3.36%) Python Developer
9 4 (3.36%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 40 (33.61%) Keras
1 40 (33.61%) Theano
2 35 (29.41%) Caffe
3 22 (18.49%) Torch
4 20 (16.81%) scikit-learn
5 18 (15.13%) MLlib
6 16 (13.45%) NumPy
7 15 (12.61%) PySpark
8 14 (11.76%) OpenCV
9 10 (8.40%) Flask
9 10 (8.40%) Kafka
10 9 (7.56%) Celery
10 9 (7.56%) Natural Language Processing
10 9 (7.56%) SciPy
11 7 (5.88%) MXNet
12 6 (5.04%) Matplotlib
12 6 (5.04%) Pandas
13 5 (4.20%) SpaCy
14 4 (3.36%) Unity (Game Engine)
14 4 (3.36%) Unreal Engine
Miscellaneous
1 70 (58.82%) Algorithms
2 32 (26.89%) Analytical Skills
3 6 (5.04%) Fintech
4 5 (4.20%) Robotics
4 5 (4.20%) Self-Motivation
5 4 (3.36%) Data Structures
6 3 (2.52%) Derivative
6 3 (2.52%) Equities
6 3 (2.52%) Greenfield Project
6 3 (2.52%) Social Media
7 2 (1.68%) RIA
8 1 (0.84%) Fixed Income
8 1 (0.84%) Smart Meter
8 1 (0.84%) User Experience
8 1 (0.84%) Video Editing
Operating Systems
1 17 (14.29%) Linux
Processes & Methodologies
1 107 (89.92%) Data Science
2 98 (82.35%) Machine Learning
3 67 (56.30%) Deep Learning
4 59 (49.58%) Analytics
5 43 (36.13%) Agile Software Development
6 41 (34.45%) Computer Science
7 33 (27.73%) Mathematics
7 33 (27.73%) Software Engineering
7 33 (27.73%) Statistics
8 27 (22.69%) Problem-Solving
9 26 (21.85%) Artificial Intelligence
10 23 (19.33%) Creative Problem-Solving
11 21 (17.65%) Computer Vision
11 21 (17.65%) Neural Network
12 18 (15.13%) Performance Optimisation
12 18 (15.13%) Statistical Modelling
13 16 (13.45%) Code Optimisation
13 16 (13.45%) ETL
14 15 (12.61%) Data Analysis
14 15 (12.61%) Operations Research
Programming Languages
1 108 (90.76%) Python
2 46 (38.66%) SQL
3 32 (26.89%) R
4 22 (18.49%) Scala
5 21 (17.65%) C++
6 16 (13.45%) Java
7 15 (12.61%) MATLAB
8 10 (8.40%) C
9 7 (5.88%) C#
10 3 (2.52%) JavaScript
11 2 (1.68%) Go
11 2 (1.68%) Ruby
12 1 (0.84%) Perl
12 1 (0.84%) TypeScript
Qualifications
1 50 (42.02%) Degree
2 43 (36.13%) PhD
3 41 (34.45%) Master's Degree
4 19 (15.97%) Computer Science Degree
5 2 (1.68%) SC Cleared
5 2 (1.68%) Security Cleared
6 1 (0.84%) DV Cleared
Quality Assurance & Compliance
1 3 (2.52%) QA
System Software
1 17 (14.29%) Docker
2 3 (2.52%) Apache Flume
3 2 (1.68%) HDFS
Systems Management
1 8 (6.72%) Kubernetes
2 2 (1.68%) Ansible
2 2 (1.68%) Opscode Chef
2 2 (1.68%) Puppet
2 2 (1.68%) Terraform
Vendors
1 24 (20.17%) Google
2 20 (16.81%) Microsoft
3 17 (14.29%) Cloudera
3 17 (14.29%) Hortonworks
3 17 (14.29%) Oracle
4 5 (4.20%) Tableau
5 3 (2.52%) Databricks
5 3 (2.52%) Informatica
5 3 (2.52%) SAP
5 3 (2.52%) Sybase
5 3 (2.52%) Talend
5 3 (2.52%) TIBCO
6 2 (1.68%) Alteryx
6 2 (1.68%) IBM
7 1 (0.84%) Greenplum