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

Theano
UK
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 1105 1157 1275
Rank change year-on-year +52 +118 +58
Permanent jobs citing Theano 66 58 14
As % of all permanent IT jobs advertised in the UK 0.038% 0.032% 0.007%
As % of the Libraries, Frameworks & Software Standards category 0.093% 0.080% 0.018%
Number of salaries quoted 52 57 14
UK median annual salary £90,000 £70,000 £70,000
Median salary % change year-on-year +28.57% - -
10th Percentile £47,500 £36,250 £42,500
90th Percentile £97,500 £90,000 £85,000
UK excluding London median annual salary £57,500 £50,000 £82,500
% change year-on-year +15.00% -39.39% -

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 71,004 72,572 79,065
As % of all permanent IT jobs advertised in the UK 40.58% 40.62% 39.00%
Number of salaries quoted 59,130 60,835 68,419
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £28,750 £28,750
90th Percentile £80,000 £77,500 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,500
% change year-on-year +5.88% +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 21 July 2018.

Salary histogram for Theano in the UK

Theano
Top 9 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 July 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 +34 66 £90,000 +28.57% 8
London +34 43 £95,000 +31.03% 7
UK excluding London +7 23 £57,500 +15.00% 1
East of England +15 12 - -
South East +7 5 £45,000 -14.29%
South West -12 4 £57,500 +43.78% 1
North of England +15 2 £87,750 +170.00%
Yorkshire +22 1 £85,000 +161.54%
North West - 1 £90,500 -

For the 6 months to 21 July 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 66 (100.00%) TensorFlow
2 65 (98.48%) Python
3 64 (96.97%) Machine Learning
4 57 (86.36%) Data Science
5 53 (80.30%) Deep Learning
6 42 (63.64%) Apache Spark
6 42 (63.64%) scikit-learn
7 41 (62.12%) Hadoop
8 37 (56.06%) Pandas
9 36 (54.55%) Natural Language Processing
10 34 (51.52%) SciPy
10 34 (51.52%) NumPy
11 30 (45.45%) Apache Hive
12 27 (40.91%) Visualisation
13 26 (39.39%) MLlib
14 25 (37.88%) HBase
15 24 (36.36%) HDFS
16 23 (34.85%) Algorithms
16 23 (34.85%) PySpark
16 23 (34.85%) Tableau
16 23 (34.85%) Data Visualisation
16 23 (34.85%) QlikView
16 23 (34.85%) Text Mining
16 23 (34.85%) Artificial Intelligence
16 23 (34.85%) Degree
17 22 (33.33%) Data Analysis
17 22 (33.33%) C
18 21 (31.82%) C++
18 21 (31.82%) Keras
18 21 (31.82%) Cybersecurity

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 42 (63.64%) Apache Spark
2 7 (10.61%) Apache Pig
3 2 (3.03%) Apache
Applications
1 4 (6.06%) Weka
Cloud Services
1 11 (16.67%) Amazon AWS
2 5 (7.58%) Microsoft Azure
3 4 (6.06%) Cloud Computing
4 2 (3.03%) Amazon Kinesis
5 1 (1.52%) Amazon EC2
5 1 (1.52%) Amazon EMR
5 1 (1.52%) Amazon S3
5 1 (1.52%) Amazon SageMaker
5 1 (1.52%) AWS Lambda
5 1 (1.52%) Serverless
Database & Business Intelligence
1 41 (62.12%) Hadoop
2 30 (45.45%) Apache Hive
3 25 (37.88%) HBase
4 23 (34.85%) QlikView
4 23 (34.85%) Text Mining
5 16 (24.24%) Big Data
6 11 (16.67%) NoSQL
7 7 (10.61%) Data Mining
8 6 (9.09%) Apache Cassandra
9 5 (7.58%) MongoDB
10 4 (6.06%) PostgreSQL
10 4 (6.06%) Relational Database
11 3 (4.55%) Amazon Redshift
12 2 (3.03%) Data Lake
12 2 (3.03%) KDB
12 2 (3.03%) MySQL
12 2 (3.03%) Neo4j
12 2 (3.03%) RDBMS
12 2 (3.03%) Spotfire
12 2 (3.03%) SQL Server
Development Applications
1 3 (4.55%) Git (software)
1 3 (4.55%) Jenkins
2 2 (3.03%) Subversion
2 2 (3.03%) Visual Studio
2 2 (3.03%) Visual Studio Team System
3 1 (1.52%) Maven
3 1 (1.52%) Robot Framework
3 1 (1.52%) RStudio
General
1 9 (13.64%) Finance
1 9 (13.64%) Retail
2 3 (4.55%) Marketing
3 2 (3.03%) Manufacturing
4 1 (1.52%) Aerospace
4 1 (1.52%) Banking
4 1 (1.52%) Front Office
Job Titles
1 40 (60.61%) Data Scientist
2 27 (40.91%) Senior Data Scientist
3 25 (37.88%) Machine Learning Scientist
4 6 (9.09%) Junior
4 6 (9.09%) Research Engineer
5 4 (6.06%) Machine Learning Engineer
6 3 (4.55%) Data Engineer
6 3 (4.55%) Graduate
6 3 (4.55%) Software Engineer
7 2 (3.03%) Big Data Engineer
7 2 (3.03%) C++ Software Engineer
7 2 (3.03%) Graduate C++ Software Engineer
7 2 (3.03%) Graduate Software Engineer
7 2 (3.03%) Machine Learning Researcher
8 1 (1.52%) Analytics Consultant
8 1 (1.52%) Associate Engineer
8 1 (1.52%) Data Science Consultant
8 1 (1.52%) Data Science Manager
8 1 (1.52%) Python Engineer
8 1 (1.52%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 66 (100.00%) TensorFlow
2 42 (63.64%) scikit-learn
3 37 (56.06%) Pandas
4 36 (54.55%) Natural Language Processing
5 34 (51.52%) NumPy
5 34 (51.52%) SciPy
6 26 (39.39%) MLlib
7 23 (34.85%) PySpark
8 21 (31.82%) Keras
9 11 (16.67%) Torch
10 6 (9.09%) Lasagne
10 6 (9.09%) MXNet
11 3 (4.55%) Kafka
11 3 (4.55%) RHadoop
11 3 (4.55%) Velocity
12 2 (3.03%) CNTK
12 2 (3.03%) OpenCV
13 1 (1.52%) Node.js
13 1 (1.52%) Unity (Game Engine)
13 1 (1.52%) ZeroMQ
Miscellaneous
1 23 (34.85%) Algorithms
2 18 (27.27%) Computer Science
3 7 (10.61%) Data Structures
4 6 (9.09%) Robotics
5 4 (6.06%) CUDA
6 3 (4.55%) 3D Graphics
6 3 (4.55%) Digital Media
7 2 (3.03%) Analytical Skills
8 1 (1.52%) Derivative
8 1 (1.52%) Equities
8 1 (1.52%) Fintech
8 1 (1.52%) GPGPU
8 1 (1.52%) Greenfield Project
8 1 (1.52%) Marketing Technology
8 1 (1.52%) Self-Motivation
8 1 (1.52%) Smart Meter
Operating Systems
1 7 (10.61%) Linux
2 6 (9.09%) Windows
3 4 (6.06%) Unix
Processes & Methodologies
1 64 (96.97%) Machine Learning
2 57 (86.36%) Data Science
3 53 (80.30%) Deep Learning
4 27 (40.91%) Visualisation
5 23 (34.85%) Artificial Intelligence
5 23 (34.85%) Data Visualisation
6 22 (33.33%) Data Analysis
7 21 (31.82%) Cybersecurity
8 16 (24.24%) Neural Network
9 15 (22.73%) Analytics
9 15 (22.73%) Statistics
10 13 (19.70%) Mathematics
10 13 (19.70%) Statistical Modelling
11 12 (18.18%) Decision Tree
12 10 (15.15%) Computer Vision
12 10 (15.15%) Prototyping
12 10 (15.15%) Support Vector Machines
13 8 (12.12%) Convolutional Neural Network
13 8 (12.12%) Data Engineering
13 8 (12.12%) Software Engineering
Programming Languages
1 65 (98.48%) Python
2 22 (33.33%) C
3 21 (31.82%) C++
4 20 (30.30%) Java
5 18 (27.27%) R
6 16 (24.24%) Scala
7 11 (16.67%) MATLAB
8 10 (15.15%) SQL
9 4 (6.06%) Bash Shell
10 3 (4.55%) C#
10 3 (4.55%) Fortran
11 2 (3.03%) JavaScript
Qualifications
1 23 (34.85%) Degree
2 15 (22.73%) PhD
3 7 (10.61%) Master's Degree
4 6 (9.09%) Computer Science Degree
5 2 (3.03%) SC Cleared
5 2 (3.03%) Security Cleared
Quality Assurance & Compliance
1 1 (1.52%) QA
System Software
1 24 (36.36%) HDFS
2 2 (3.03%) Apache Flume
2 2 (3.03%) Docker
Systems Management
1 1 (1.52%) Kubernetes
1 1 (1.52%) Oozie
Vendors
1 23 (34.85%) Tableau
2 6 (9.09%) Microsoft
3 2 (3.03%) Alteryx
3 2 (3.03%) Talend
4 1 (1.52%) Google
4 1 (1.52%) Informatica
4 1 (1.52%) Oracle
4 1 (1.52%) Sybase
4 1 (1.52%) TIBCO