Period
to 20 August 2018

The following table provides summary statistics for permanent job vacancies advertised in the South East with a requirement for TensorFlow skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited TensorFlow over the 6 months to 20 August 2018 with a comparison to the same period in the previous 2 years.

Google TensorFlow
England > South East
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 385 536 -
Rank change year-on-year +151 - -
Permanent jobs citing TensorFlow 158 12 0
As % of all permanent IT jobs advertised in the South East 0.53% 0.041% -
As % of the Libraries, Frameworks & Software Standards category 1.22% 0.100% -
Number of salaries quoted 109 9 0
South East median annual salary £55,000 £70,000 -
Median salary % change year-on-year -21.43% - -
England median annual salary £65,000 £62,500 £72,500
% change year-on-year +4.00% -13.79% -

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

All Software Libraries and Frameworks
South East
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 13,003 12,015 14,565
As % of all permanent IT jobs advertised in the South East 43.88% 41.29% 39.47%
Number of salaries quoted 11,287 10,419 12,946
South East median annual salary £46,000 £45,000 £45,000
Median salary % change year-on-year +2.22% - +5.88%
10th Percentile £30,000 £27,500 £27,500
90th Percentile £67,500 £65,000 £63,750
England median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +5.56%

TensorFlow
Job Vacancy Trend in the South East

Job postings citing TensorFlow as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for TensorFlow in the South East

TensorFlow
Salary Trend in the South East

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing TensorFlow in the South East.

Salary trend for TensorFlow in the South East

TensorFlow
Salary Histogram in the South East

The salary distribution of IT jobs citing TensorFlow in the South East over the 6 months to 20 August 2018.

Salary histogram for TensorFlow in the South East

TensorFlow
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing TensorFlow within the South East region over the 6 months to 20 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Thames Valley +78 72 £52,500 -25.00% 10
Oxfordshire +43 58 £52,500 -26.32% 6
East Sussex - 34 - -
Surrey +44 27 £63,750 +70.00% 1
Hampshire - 22 £50,000 - 3
Berkshire - 14 £61,250 - 3
Middlesex - 2 £67,500 -
Kent - 1 £20,000 -
TensorFlow
England

For the 6 months to 20 August 2018, IT 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 permanent job ads across the South East region with a requirement for TensorFlow.

1 140 (88.61%) Python
2 124 (78.48%) Machine Learning
3 113 (71.52%) Java
4 107 (67.72%) Deep Learning
5 87 (55.06%) C++
6 80 (50.63%) Algorithms
7 73 (46.20%) C
7 73 (46.20%) PhD
8 69 (43.67%) Artificial Intelligence
9 55 (34.81%) Hadoop
10 53 (33.54%) Scala
11 52 (32.91%) Software Engineering
12 49 (31.01%) Natural Language Processing
13 48 (30.38%) Computer Vision
14 45 (28.48%) Analytics
15 44 (27.85%) Apache Hive
15 44 (27.85%) Big Data
16 43 (27.22%) Continuous Integration
16 43 (27.22%) Linux
16 43 (27.22%) C#
17 41 (25.95%) Computer Science
18 40 (25.32%) MapReduce
18 40 (25.32%) Jenkins
18 40 (25.32%) Keras
19 36 (22.78%) Probabilistic Modelling
19 36 (22.78%) Computational Linguistics
19 36 (22.78%) Computational Biology
19 36 (22.78%) Reinforcement Learning
19 36 (22.78%) Distributed Algorithms
19 36 (22.78%) Bayesian Methods

TensorFlow
Co-occurring IT Skills in the South East 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 26 (16.46%) Apache Spark
2 14 (8.86%) Apache
2 14 (8.86%) Jupyter
3 9 (5.70%) DNN
3 9 (5.70%) Elasticsearch
4 4 (2.53%) SAS
5 1 (0.63%) Apache Solr
Applications
1 5 (3.16%) Chatbot
2 1 (0.63%) AutoCAD
Cloud Services
1 15 (9.49%) Amazon AWS
2 4 (2.53%) Amazon ELB
2 4 (2.53%) Amazon S3
2 4 (2.53%) GitHub
2 4 (2.53%) Slack
3 3 (1.90%) Serverless
4 2 (1.27%) Amazon SageMaker
5 1 (0.63%) Azure Machine Learning
5 1 (0.63%) Microsoft Azure
Communications & Networking
1 3 (1.90%) DAB
Database & Business Intelligence
1 55 (34.81%) Hadoop
2 44 (27.85%) Apache Hive
2 44 (27.85%) Big Data
3 35 (22.15%) Data Warehouse
3 35 (22.15%) Impala
4 34 (21.52%) Sqoop
5 25 (15.82%) PostgreSQL
6 6 (3.80%) HBase
7 5 (3.16%) Amazon RDS
7 5 (3.16%) Relational Database
8 4 (2.53%) Data Mining
9 3 (1.90%) Amazon Redshift
10 2 (1.27%) Amazon Aurora
10 2 (1.27%) Flink
10 2 (1.27%) Geospatial Data
10 2 (1.27%) MySQL
10 2 (1.27%) SQL Server
11 1 (0.63%) Apache Cassandra
11 1 (0.63%) Power BI
11 1 (0.63%) Text Mining
Development Applications
1 40 (25.32%) Jenkins
2 36 (22.78%) Git (software)
3 34 (21.52%) TeamCity
4 11 (6.96%) JUnit
5 3 (1.90%) Eclipse
5 3 (1.90%) Maven
5 3 (1.90%) Subversion
General
1 16 (10.13%) Electronics
2 11 (6.96%) Marketing
3 6 (3.80%) Aerospace
3 6 (3.80%) Automotive
4 4 (2.53%) Finance
4 4 (2.53%) Games
Job Titles
1 43 (27.22%) Developer
2 39 (24.68%) Software Engineer
3 38 (24.05%) Data Engineer
4 37 (23.42%) Big Data Engineer
5 34 (21.52%) Hadoop Engineer
6 28 (17.72%) Software Developer
7 24 (15.19%) Senior Data Engineer
8 23 (14.56%) Developer/Software Engineer
8 23 (14.56%) Senior Hadoop Engineer
9 17 (10.76%) C++ Software Engineer
10 16 (10.13%) Computer Engineer
10 16 (10.13%) Python Developer
11 15 (9.49%) Computer Vision Engineer
12 14 (8.86%) Python Engineer
12 14 (8.86%) Research Engineer
13 13 (8.23%) C++ Developer
13 13 (8.23%) Machine Learning Engineer
14 12 (7.59%) Architect
14 12 (7.59%) C++ Software Developer
14 12 (7.59%) Graduate
Libraries, Frameworks & Software Standards
1 49 (31.01%) Natural Language Processing
2 40 (25.32%) Keras
3 35 (22.15%) Kafka
4 34 (21.52%) MLlib
5 11 (6.96%) MXNet
6 10 (6.33%) OpenCL
7 9 (5.70%) CNTK
7 9 (5.70%) Elastic Stack
8 7 (4.43%) Unity (Game Engine)
9 6 (3.80%) DirectX
9 6 (3.80%) Django
9 6 (3.80%) OpenGL
9 6 (3.80%) OpenGL ES
9 6 (3.80%) Vulkan
10 5 (3.16%) Akka
10 5 (3.16%) AngularJS
11 4 (2.53%) Celery
11 4 (2.53%) RabbitMQ
11 4 (2.53%) REST
11 4 (2.53%) scikit-learn
Miscellaneous
1 80 (50.63%) Algorithms
2 41 (25.95%) Computer Science
3 31 (19.62%) User Experience
4 14 (8.86%) Greenfield Project
5 10 (6.33%) CUDA
6 9 (5.70%) Data Structures
7 6 (3.80%) Augmented Reality
8 5 (3.16%) Analytical Skills
9 4 (2.53%) Mobile App
10 3 (1.90%) 3D Graphics
11 2 (1.27%) Device Driver
11 2 (1.27%) Field-Programmable Gate Array
12 1 (0.63%) Virtual Team
Operating Systems
1 43 (27.22%) Linux
2 10 (6.33%) Android
3 4 (2.53%) Ubuntu
4 2 (1.27%) Embedded Linux
4 2 (1.27%) Windows
Processes & Methodologies
1 124 (78.48%) Machine Learning
2 107 (67.72%) Deep Learning
3 69 (43.67%) Artificial Intelligence
4 52 (32.91%) Software Engineering
5 48 (30.38%) Computer Vision
6 45 (28.48%) Analytics
7 43 (27.22%) Continuous Integration
8 40 (25.32%) MapReduce
9 36 (22.78%) Bayesian Methods
9 36 (22.78%) Biology
9 36 (22.78%) Computational Biology
9 36 (22.78%) Computational Linguistics
9 36 (22.78%) Distributed Algorithms
9 36 (22.78%) Multithreading
9 36 (22.78%) Probabilistic Modelling
9 36 (22.78%) Reinforcement Learning
10 35 (22.15%) Agile Software Development
11 28 (17.72%) Data Engineering
12 27 (17.09%) Mathematics
13 23 (14.56%) Operations Research
Programming Languages
1 140 (88.61%) Python
2 113 (71.52%) Java
3 87 (55.06%) C++
4 73 (46.20%) C
5 53 (33.54%) Scala
6 43 (27.22%) C#
7 34 (21.52%) Go
7 34 (21.52%) Shell Script
8 16 (10.13%) MATLAB
9 15 (9.49%) R
10 7 (4.43%) Fortran
10 7 (4.43%) SQL
11 6 (3.80%) PHP
12 4 (2.53%) Ruby
13 3 (1.90%) Java 8
13 3 (1.90%) Java 9
14 1 (0.63%) Clojure
14 1 (0.63%) JavaScript
Qualifications
1 73 (46.20%) PhD
2 27 (17.09%) Degree
3 13 (8.23%) Computer Science Degree
4 1 (0.63%) Security Cleared
System Software
1 35 (22.15%) Apache Flume
2 12 (7.59%) HDFS
3 6 (3.80%) Docker
Systems Management
1 34 (21.52%) Hadoop YARN
2 10 (6.33%) Kibana
3 9 (5.70%) logstash
4 1 (0.63%) Terraform
Vendors
1 35 (22.15%) Cloudera
1 35 (22.15%) Hortonworks
2 7 (4.43%) Google
3 6 (3.80%) Capita
4 5 (3.16%) RapidMiner
5 3 (1.90%) Tableau
6 2 (1.27%) IBM
7 1 (0.63%) MapR