Period
to 22 April 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 22 April 2018 with a comparison to the same period in the previous 2 years.

Theano
UK
6 months to
22 Apr 2018
Same period 2017 Same period 2016
Rank 1103 1148 1282
Rank change year-on-year +45 +134 -
Permanent jobs citing Theano 86 36 11
As % of all permanent IT jobs advertised in the UK 0.048% 0.021% 0.005%
As % of the Libraries, Frameworks & Software Standards category 0.12% 0.052% 0.014%
Number of salaries quoted 68 31 10
UK median annual salary £67,500 £75,000 £70,000
Median salary % change year-on-year -10.00% +7.14% -
10th Percentile £44,625 £36,250 £44,500
90th Percentile £97,500 £90,000 £78,925
UK excluding London median annual salary £55,000 £70,000 -
% change year-on-year -21.43% - -

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 72,683 69,011 79,037
As % of all permanent IT jobs advertised in the UK 40.97% 40.29% 38.62%
Number of salaries quoted 61,317 59,052 68,072
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £30,500 £28,750 £28,500
90th Percentile £80,000 £76,250 £75,000
UK excluding London median annual salary £44,000 £42,500 £41,500
% change year-on-year +3.53% +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 22 April 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 22 April 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 +18 86 £67,500 -10.00% 2
UK excluding London -10 45 £55,000 -21.43% 1
London +22 41 £90,000 +5.88% 1
South West -8 16 £55,000 +46.67%
East of England -12 16 - -
South East - 13 £65,000 - 1

For the 6 months to 22 April 2018, IT jobs citing Theano 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 with a requirement for Theano.

1 85 (98.84%) Python
1 85 (98.84%) Machine Learning
2 76 (88.37%) TensorFlow
3 60 (69.77%) Deep Learning
4 54 (62.79%) Data Science
5 48 (55.81%) Artificial Intelligence
6 43 (50.00%) C++
7 42 (48.84%) Java
7 42 (48.84%) Neural Network
7 42 (48.84%) scikit-learn
8 41 (47.67%) PhD
9 33 (38.37%) NumPy
10 32 (37.21%) Natural Language Processing
11 31 (36.05%) Pandas
11 31 (36.05%) Scala
11 31 (36.05%) Computer Science
12 30 (34.88%) Degree
13 29 (33.72%) Algorithms
14 28 (32.56%) Hadoop
14 28 (32.56%) SciPy
14 28 (32.56%) Apache Spark
15 27 (31.40%) R
16 26 (30.23%) Torch
17 25 (29.07%) Keras
18 24 (27.91%) Computer Vision
19 23 (26.74%) C
20 21 (24.42%) Linux
21 20 (23.26%) Statistics
21 20 (23.26%) Reinforcement Learning
22 18 (20.93%) Software Engineering

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 28 (32.56%) Apache Spark
2 9 (10.47%) DNN
3 3 (3.49%) Apache
Applications
1 4 (4.65%) Weka
Cloud Services
1 9 (10.47%) Amazon AWS
2 3 (3.49%) Cloud Computing
3 2 (2.33%) Microsoft Azure
4 1 (1.16%) Google Cloud Platform
Database & Business Intelligence
1 28 (32.56%) Hadoop
2 17 (19.77%) Big Data
3 16 (18.60%) Apache Hive
4 14 (16.28%) HBase
4 14 (16.28%) QlikView
4 14 (16.28%) Text Mining
5 10 (11.63%) Data Mining
6 8 (9.30%) NoSQL
7 6 (6.98%) Relational Database
8 2 (2.33%) KDB
9 1 (1.16%) Apache Cassandra
9 1 (1.16%) Flink
9 1 (1.16%) Impala
9 1 (1.16%) Power BI
9 1 (1.16%) Spotfire
Development Applications
1 18 (20.93%) Git (software)
2 3 (3.49%) Subversion
3 1 (1.16%) GitLab
3 1 (1.16%) RStudio
General
1 12 (13.95%) Games
2 7 (8.14%) Finance
2 7 (8.14%) Retail
3 4 (4.65%) Marketing
4 2 (2.33%) Financial Institution
4 2 (2.33%) Front Office
5 1 (1.16%) Banking
5 1 (1.16%) Telecoms
Job Titles
1 36 (41.86%) Data Scientist
2 25 (29.07%) Machine Learning Scientist
3 14 (16.28%) Senior Data Scientist
4 12 (13.95%) Machine Learning Engineer
5 6 (6.98%) Computer Engineer
5 6 (6.98%) Computer Vision Engineer
5 6 (6.98%) Junior
5 6 (6.98%) Research Engineer
5 6 (6.98%) Research Scientist
6 5 (5.81%) Software Engineer
7 4 (4.65%) Machine Learning Researcher
7 4 (4.65%) Machine Learning Specialist
8 3 (3.49%) Developer
8 3 (3.49%) Developer/Software Engineer
8 3 (3.49%) Graduate
8 3 (3.49%) Software Developer
9 2 (2.33%) Associate Engineer
9 2 (2.33%) C++ Software Engineer
9 2 (2.33%) Graduate C++ Software Engineer
9 2 (2.33%) Graduate Software Engineer
Libraries, Frameworks & Software Standards
1 76 (88.37%) TensorFlow
2 42 (48.84%) scikit-learn
3 33 (38.37%) NumPy
4 32 (37.21%) Natural Language Processing
5 31 (36.05%) Pandas
6 28 (32.56%) SciPy
7 26 (30.23%) Torch
8 25 (29.07%) Keras
9 16 (18.60%) OpenCV
10 14 (16.28%) MLlib
10 14 (16.28%) PySpark
11 10 (11.63%) Lasagne
11 10 (11.63%) Unity (Game Engine)
12 2 (2.33%) REST
13 1 (1.16%) Bokeh
13 1 (1.16%) CoreNLP
13 1 (1.16%) D3.js
13 1 (1.16%) Matplotlib
13 1 (1.16%) MXNet
13 1 (1.16%) Web Services
Miscellaneous
1 31 (36.05%) Computer Science
2 29 (33.72%) Algorithms
3 16 (18.60%) Robotics
4 8 (9.30%) 3D Graphics
4 8 (9.30%) Data Structures
5 5 (5.81%) CUDA
6 3 (3.49%) Grid Computing
7 2 (2.33%) Analytical Skills
7 2 (2.33%) Social Media
8 1 (1.16%) Credit Risk
8 1 (1.16%) Fintech
8 1 (1.16%) FMCG
8 1 (1.16%) Greenfield Project
8 1 (1.16%) Smart Meter
Operating Systems
1 21 (24.42%) Linux
2 9 (10.47%) Robot Operating System
3 6 (6.98%) Windows
4 4 (4.65%) Unix
Processes & Methodologies
1 85 (98.84%) Machine Learning
2 60 (69.77%) Deep Learning
3 54 (62.79%) Data Science
4 48 (55.81%) Artificial Intelligence
5 42 (48.84%) Neural Network
6 24 (27.91%) Computer Vision
7 20 (23.26%) Reinforcement Learning
7 20 (23.26%) Statistics
8 18 (20.93%) Software Engineering
8 18 (20.93%) Visualisation
9 17 (19.77%) Data Analysis
10 16 (18.60%) Cybersecurity
10 16 (18.60%) Decision Tree
10 16 (18.60%) Mathematics
11 15 (17.44%) Analytics
11 15 (17.44%) Convolutional Neural Network
11 15 (17.44%) Data Visualisation
12 14 (16.28%) Bayesian Methods
13 11 (12.79%) Statistical Modelling
14 10 (11.63%) Prototyping
Programming Languages
1 85 (98.84%) Python
2 43 (50.00%) C++
3 42 (48.84%) Java
4 31 (36.05%) Scala
5 27 (31.40%) R
6 23 (26.74%) C
7 13 (15.12%) MATLAB
8 5 (5.81%) SQL
9 4 (4.65%) Bash Shell
10 3 (3.49%) Fortran
11 2 (2.33%) Lua
12 1 (1.16%) JavaScript
Qualifications
1 41 (47.67%) PhD
2 30 (34.88%) Degree
3 13 (15.12%) Computer Science Degree
4 10 (11.63%) Master's Degree
5 2 (2.33%) SC Cleared
5 2 (2.33%) Security Cleared
6 1 (1.16%) Postgraduate
Quality Assurance & Compliance
1 1 (1.16%) QA
System Software
1 14 (16.28%) HDFS
2 2 (2.33%) Docker
Vendors
1 15 (17.44%) Tableau
2 3 (3.49%) Perforce
3 2 (2.33%) Google
4 1 (1.16%) Capita
4 1 (1.16%) Twitter