Period
to 23 October 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Theano skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Theano over the 6 months to 23 October 2017 with a comparison to the same period in the previous 2 years.

Theano
UK
6 months to
23 Oct 2017
Same period 2016 Same period 2015
Rank 1112 1206 1315
Rank change year-on-year +94 +109 -
Permanent jobs citing Theano 69 18 1
As % of all permanent IT jobs advertised in the UK 0.039% 0.009% 0.000%
As % of the Libraries, Frameworks & Software Standards category 0.098% 0.024% 0.001%
Number of salaries quoted 66 15 0
UK median annual salary £65,000 £70,000 -
Median salary % change year-on-year -7.14% - -
UK excluding London median annual salary £55,000 £82,500 -
% change year-on-year -33.33% - -

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

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 70534 73771 82924
As % of all permanent IT jobs advertised in the UK 40.18% 38.90% 37.91%
Number of salaries quoted 58404 63963 70921
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £29,750 £28,750 £27,500
90th Percentile £77,500 £76,250 £73,750
UK excluding London median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

Theano
Job Vacancy Trend

Job postings citing Theano as a percentage of all IT jobs advertised.

Job vacancy trend for Theano in the UK

Theano
Salary Trend

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

Salary trend for Theano in the UK

Theano
Salary Histogram

The salary distribution of IT jobs citing Theano over the 6 months to 23 October 2017.

Salary histogram for Theano in the UK

Theano
Top 10 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Theano within the UK over the 6 months to 23 October 2017. 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
England +126 69 £65,000 -7.14% 6
London +33 41 £65,000 -5.45% 1
UK excluding London +71 28 £55,000 -33.33% 5
South West +31 14 £39,991 - 2
South East +66 11 £75,000 -9.09% 2
West Midlands - 1 £45,000 -
Yorkshire - 1 £32,500 -
Midlands - 1 £45,000 -
North of England - 1 £32,500 -
East of England - 1 £60,000 - 1

For the 6 months to 23 October 2017, IT jobs citing Theano also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Theano.

1 65 (94.20%) Machine Learning
2 60 (86.96%) TensorFlow
3 57 (82.61%) Python
4 50 (72.46%) Deep Learning
5 39 (56.52%) PhD
5 39 (56.52%) Natural Language Processing
6 37 (53.62%) Java
7 34 (49.28%) Artificial Intelligence
8 31 (44.93%) Algorithms
9 28 (40.58%) C++
10 25 (36.23%) Keras
11 23 (33.33%) Physics
12 22 (31.88%) Mathematics
13 21 (30.43%) Degree
13 21 (30.43%) Bayesian Methods
14 20 (28.99%) Agile Software Development
14 20 (28.99%) Software Engineering
15 19 (27.54%) SQL
15 19 (27.54%) Statistics
16 16 (23.19%) R
16 16 (23.19%) Neural Network
16 16 (23.19%) Computer Vision
17 15 (21.74%) Games
17 15 (21.74%) Computer Science
17 15 (21.74%) Scala
18 14 (20.29%) Reinforcement Learning
19 13 (18.84%) Torch
19 13 (18.84%) DNN
20 12 (17.39%) Amazon AWS
21 10 (14.49%) Data Quality

Theano
Co-occurring IT Skills 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 13 (18.84%) DNN
2 7 (10.14%) Apache Spark
3 4 (5.80%) SAS
4 3 (4.35%) Apache Pig
5 1 (1.45%) Apache
Applications
1 4 (5.80%) SPSS
Cloud Services
1 12 (17.39%) Amazon AWS
2 5 (7.25%) Google Cloud Platform
2 5 (7.25%) Microsoft Azure
3 3 (4.35%) Cloud Computing
4 1 (1.45%) Amazon CloudWatch
4 1 (1.45%) Amazon S3
4 1 (1.45%) Amazon SQS
4 1 (1.45%) CloudFront
4 1 (1.45%) TestFlight
Communications & Networking
1 1 (1.45%) HTTP
Database & Business Intelligence
1 10 (14.49%) PostgreSQL
2 8 (11.59%) Big Data
2 8 (11.59%) MySQL
3 7 (10.14%) Text Mining
4 6 (8.70%) Apache Hive
4 6 (8.70%) NoSQL
5 5 (7.25%) Hadoop
6 3 (4.35%) BigQuery
6 3 (4.35%) Data Mining
6 3 (4.35%) Geospatial Data
6 3 (4.35%) GIS
6 3 (4.35%) Impala
7 2 (2.90%) Apache Cassandra
7 2 (2.90%) DocumentDB
7 2 (2.90%) MongoDB
8 1 (1.45%) Flink
Development Applications
1 9 (13.04%) Git (software)
2 1 (1.45%) TestFairy
General
1 15 (21.74%) Games
2 9 (13.04%) Finance
2 9 (13.04%) Financial Institution
3 4 (5.80%) Law
4 3 (4.35%) Marketing
5 2 (2.90%) Advertising
6 1 (1.45%) Banking
Job Titles
1 20 (28.99%) Data Scientist
2 16 (23.19%) Machine Learning Scientist
3 12 (17.39%) Machine Learning Engineer
4 10 (14.49%) Developer
5 6 (8.70%) Computer Engineer
5 6 (8.70%) Computer Vision Engineer
5 6 (8.70%) Developer/Software Engineer
5 6 (8.70%) Software Developer
5 6 (8.70%) Software Engineer
6 5 (7.25%) Senior Data Scientist
7 4 (5.80%) C++ Developer
7 4 (5.80%) C++ Software Developer
7 4 (5.80%) C++ Software Engineer
8 3 (4.35%) Data Engineer
8 3 (4.35%) Java Developer
8 3 (4.35%) Java Team Leader
8 3 (4.35%) Lead Developer
8 3 (4.35%) Lead Java Developer
8 3 (4.35%) Research Scientist
8 3 (4.35%) Team Leader
Libraries, Frameworks & Software Standards
1 60 (86.96%) TensorFlow
2 39 (56.52%) Natural Language Processing
3 25 (36.23%) Keras
4 13 (18.84%) Torch
5 9 (13.04%) OpenCV
6 8 (11.59%) CNTK
6 8 (11.59%) Unity (Game Engine)
7 7 (10.14%) ActiveMQ
7 7 (10.14%) Kafka
8 6 (8.70%) scikit-learn
9 5 (7.25%) Node.js
10 4 (5.80%) NumPy
11 3 (4.35%) D3.js
12 2 (2.90%) OpenACC
12 2 (2.90%) OpenCL
13 1 (1.45%) Beautiful Soup
13 1 (1.45%) Flask
13 1 (1.45%) React
13 1 (1.45%) React Native
13 1 (1.45%) Scrapy
Miscellaneous
1 31 (44.93%) Algorithms
2 15 (21.74%) Computer Science
3 10 (14.49%) Robotics
4 9 (13.04%) Fintech
5 7 (10.14%) Clustering
6 5 (7.25%) Analytical Skills
7 4 (5.80%) CUDA
8 3 (4.35%) Blog
8 3 (4.35%) Data Protection Act
8 3 (4.35%) Grid Computing
8 3 (4.35%) Management Information System
9 1 (1.45%) 3D Graphics
9 1 (1.45%) Mobile App
Operating Systems
1 10 (14.49%) Linux
2 1 (1.45%) Android
2 1 (1.45%) Apple iOS
2 1 (1.45%) Unix
Processes & Methodologies
1 65 (94.20%) Machine Learning
2 50 (72.46%) Deep Learning
3 34 (49.28%) Artificial Intelligence
4 23 (33.33%) Physics
5 22 (31.88%) Mathematics
6 21 (30.43%) Bayesian Methods
7 20 (28.99%) Agile Software Development
7 20 (28.99%) Software Engineering
8 19 (27.54%) Statistics
9 16 (23.19%) Computer Vision
9 16 (23.19%) Neural Network
10 14 (20.29%) Reinforcement Learning
11 10 (14.49%) Statistical Modelling
12 9 (13.04%) Bioinformatics
12 9 (13.04%) Change Control
12 9 (13.04%) DevOps
12 9 (13.04%) Monte Carlo Method
13 8 (11.59%) Analytics
14 7 (10.14%) Low Latency
15 6 (8.70%) Predictive Modelling
Programming Languages
1 57 (82.61%) Python
2 37 (53.62%) Java
3 28 (40.58%) C++
4 19 (27.54%) SQL
5 16 (23.19%) R
6 15 (21.74%) Scala
7 6 (8.70%) Julia
8 5 (7.25%) MATLAB
9 4 (5.80%) JavaScript
10 3 (4.35%) C#
11 1 (1.45%) C
11 1 (1.45%) Go
11 1 (1.45%) Perl
11 1 (1.45%) Ruby
Qualifications
1 39 (56.52%) PhD
2 21 (30.43%) Degree
3 3 (4.35%) Computer Science Degree
3 3 (4.35%) Master's Degree
3 3 (4.35%) Postgraduate
Quality Assurance & Compliance
1 10 (14.49%) Data Quality
System Software
1 1 (1.45%) Docker
Vendors
1 3 (4.35%) Microsoft
2 2 (2.90%) Google
3 1 (1.45%) Lattice Semiconductor