Period
to 21 January 2018

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 21 January 2018 with a comparison to the same period in the previous 2 years.

Theano
UK
6 months to
21 Jan 2018
Same period 2017 Same period 2016
Rank 1099 1161 1279
Rank change year-on-year +62 +118 -
Permanent jobs citing Theano 80 19 5
As % of all permanent IT jobs advertised in the UK 0.047% 0.011% 0.002%
As % of the Libraries, Frameworks & Software Standards category 0.11% 0.027% 0.006%
Number of salaries quoted 72 12 4
UK median annual salary £60,000 £75,000 £72,500
Median salary % change year-on-year -20.00% +3.45% -
10th Percentile £34,725 £65,125 £65,250
90th Percentile £82,375 £95,000 £79,225
UK excluding London median annual salary £55,000 - -

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 69,862 69,243 79,574
As % of all permanent IT jobs advertised in the UK 40.64% 39.35% 38.20%
Number of salaries quoted 58,616 59,833 68,297
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £28,750 £28,000
90th Percentile £77,500 £77,500 £75,000
UK excluding London median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

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 21 January 2018.

Salary histogram for Theano in the UK

Theano
Top 6 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 21 January 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
England +76 80 £60,000 -20.00% 13
UK excluding London +48 44 £55,000 - 3
London +25 36 £60,000 -20.00% 10
South West +29 24 £55,000 -
South East +29 16 £75,000 - 1
East of England - 4 - - 2

For the 6 months to 21 January 2018, 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 80 (100.00%) Machine Learning
2 77 (96.25%) Python
3 63 (78.75%) TensorFlow
4 60 (75.00%) PhD
5 52 (65.00%) Deep Learning
6 49 (61.25%) Java
7 48 (60.00%) C++
8 44 (55.00%) Artificial Intelligence
9 38 (47.50%) Neural Network
10 32 (40.00%) Scala
11 29 (36.25%) Natural Language Processing
11 29 (36.25%) Software Engineering
11 29 (36.25%) Computer Science
12 28 (35.00%) Algorithms
12 28 (35.00%) Computer Vision
13 25 (31.25%) Reinforcement Learning
13 25 (31.25%) Git (software)
14 24 (30.00%) R
15 22 (27.50%) OpenCV
15 22 (27.50%) Games
15 22 (27.50%) Torch
16 21 (26.25%) Linux
17 20 (25.00%) DNN
17 20 (25.00%) Bayesian Methods
18 19 (23.75%) Robotics
18 19 (23.75%) Degree
19 18 (22.50%) Statistics
19 18 (22.50%) Keras
20 16 (20.00%) Simultaneous Localization and Mapping
20 16 (20.00%) Unity (Game Engine)

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 20 (25.00%) DNN
2 6 (7.50%) Apache Spark
3 3 (3.75%) Apache
4 2 (2.50%) Apache Pig
Cloud Services
1 15 (18.75%) Amazon AWS
2 5 (6.25%) Microsoft Azure
3 3 (3.75%) Google Cloud Platform
Database & Business Intelligence
1 13 (16.25%) Big Data
2 7 (8.75%) NoSQL
3 6 (7.50%) Data Mining
4 5 (6.25%) Apache Hive
4 5 (6.25%) Hadoop
5 4 (5.00%) PostgreSQL
5 4 (5.00%) Relational Database
6 1 (1.25%) Apache Cassandra
6 1 (1.25%) Cosmos DB
6 1 (1.25%) Flink
6 1 (1.25%) HBase
6 1 (1.25%) Impala
6 1 (1.25%) KDB
6 1 (1.25%) MongoDB
6 1 (1.25%) QlikView
6 1 (1.25%) Spotfire
6 1 (1.25%) Text Mining
Development Applications
1 25 (31.25%) Git (software)
2 3 (3.75%) Subversion
3 1 (1.25%) GitLab
General
1 22 (27.50%) Games
2 10 (12.50%) Finance
3 6 (7.50%) Financial Institution
4 3 (3.75%) Marketing
5 1 (1.25%) Banking
5 1 (1.25%) Front Office
5 1 (1.25%) Retail
5 1 (1.25%) Telecoms
Job Titles
1 20 (25.00%) Data Scientist
1 20 (25.00%) Machine Learning Engineer
2 18 (22.50%) Machine Learning Scientist
3 9 (11.25%) Computer Engineer
3 9 (11.25%) Computer Vision Engineer
4 8 (10.00%) Developer
4 8 (10.00%) Developer/Software Engineer
4 8 (10.00%) Research Scientist
4 8 (10.00%) Software Developer
4 8 (10.00%) Software Engineer
5 4 (5.00%) C++ Developer
5 4 (5.00%) C++ Software Developer
5 4 (5.00%) C++ Software Engineer
5 4 (5.00%) Machine Learning Specialist
6 3 (3.75%) Machine Learning Researcher
7 2 (2.50%) Computer Vision Developer
8 1 (1.25%) Associate Engineer
8 1 (1.25%) Data Analyst
8 1 (1.25%) Data Engineer
8 1 (1.25%) Data Strategist
Libraries, Frameworks & Software Standards
1 63 (78.75%) TensorFlow
2 29 (36.25%) Natural Language Processing
3 22 (27.50%) OpenCV
3 22 (27.50%) Torch
4 18 (22.50%) Keras
5 16 (20.00%) Unity (Game Engine)
6 15 (18.75%) scikit-learn
7 14 (17.50%) NumPy
8 8 (10.00%) SciPy
9 6 (7.50%) Pandas
10 2 (2.50%) REST
11 1 (1.25%) Bokeh
11 1 (1.25%) CoreNLP
11 1 (1.25%) D3.js
11 1 (1.25%) MLlib
11 1 (1.25%) MXNet
11 1 (1.25%) PySpark
Miscellaneous
1 29 (36.25%) Computer Science
2 28 (35.00%) Algorithms
3 19 (23.75%) Robotics
4 6 (7.50%) 3D Graphics
5 5 (6.25%) Grid Computing
6 4 (5.00%) Fintech
7 3 (3.75%) CUDA
8 2 (2.50%) Social Media
9 1 (1.25%) Analytical Skills
9 1 (1.25%) Credit Risk
9 1 (1.25%) Data Structures
9 1 (1.25%) FMCG
Operating Systems
1 21 (26.25%) Linux
2 10 (12.50%) Robot Operating System
Processes & Methodologies
1 80 (100.00%) Machine Learning
2 52 (65.00%) Deep Learning
3 44 (55.00%) Artificial Intelligence
4 38 (47.50%) Neural Network
5 29 (36.25%) Software Engineering
6 28 (35.00%) Computer Vision
7 25 (31.25%) Reinforcement Learning
8 20 (25.00%) Bayesian Methods
9 18 (22.50%) Statistics
10 16 (20.00%) Simultaneous Localization and Mapping
11 14 (17.50%) Analytics
12 13 (16.25%) Mathematics
13 11 (13.75%) Convolutional Neural Network
14 9 (11.25%) Agile Software Development
14 9 (11.25%) Physics
15 8 (10.00%) Statistical Modelling
16 7 (8.75%) Data Analysis
17 6 (7.50%) Predictive Analytics
17 6 (7.50%) Predictive Modelling
17 6 (7.50%) Probabilistic Modelling
Programming Languages
1 77 (96.25%) Python
2 49 (61.25%) Java
3 48 (60.00%) C++
4 32 (40.00%) Scala
5 24 (30.00%) R
6 9 (11.25%) C
7 6 (7.50%) SQL
8 5 (6.25%) Julia
8 5 (6.25%) MATLAB
9 2 (2.50%) C#
9 2 (2.50%) Lua
10 1 (1.25%) JavaScript
Qualifications
1 60 (75.00%) PhD
2 19 (23.75%) Degree
3 9 (11.25%) Computer Science Degree
4 7 (8.75%) Master's Degree
5 1 (1.25%) Postgraduate
Quality Assurance & Compliance
1 4 (5.00%) Data Quality
System Software
1 2 (2.50%) Docker
2 1 (1.25%) HDFS
Vendors
1 4 (5.00%) Google
2 3 (3.75%) Perforce
3 2 (2.50%) Microsoft
3 2 (2.50%) Tableau
4 1 (1.25%) Capita
4 1 (1.25%) Twitter