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

Theano
UK
6 months to
22 Oct 2018
Same period 2017 Same period 2016
Rank 1103 1136 1237
Rank change year-on-year +33 +101 +75
Permanent jobs citing Theano 58 67 19
As % of all permanent IT jobs advertised in the UK 0.035% 0.038% 0.010%
As % of the Libraries, Frameworks & Software Standards category 0.088% 0.096% 0.026%
Number of salaries quoted 55 64 16
UK median annual salary £75,000 £65,000 £70,000
Median salary % change year-on-year +15.38% -7.14% -
10th Percentile £55,500 £34,000 £43,750
90th Percentile £97,500 £88,500 £85,625
UK excluding London median annual salary £57,500 £55,000 £82,500
% change year-on-year +4.55% -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 65,891 70,152 73,996
As % of all permanent IT jobs advertised in the UK 39.99% 40.22% 39.01%
Number of salaries quoted 54,488 58,035 64,117
UK median annual salary £51,387 £50,000 £47,500
Median salary % change year-on-year +2.77% +5.26% +5.56%
10th Percentile £31,250 £29,750 £28,750
90th Percentile £82,500 £77,500 £76,250
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 22 October 2018.

Salary histogram for Theano in the UK

Theano
Top 8 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 October 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 +50 58 £75,000 +15.38% 9
London +51 53 £75,000 +15.38% 5
UK excluding London +3 5 £57,500 +4.55% 4
North of England +11 2 £87,750 +170.00%
South West -13 2 £57,500 +43.78% 1
Yorkshire +21 1 £85,000 +161.54%
South East -5 1 £52,500 -30.00% 3
North West - 1 £90,500 -

For the 6 months to 22 October 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 58 (100.00%) TensorFlow
2 57 (98.28%) Python
2 57 (98.28%) Machine Learning
3 49 (84.48%) Deep Learning
4 44 (75.86%) Data Science
5 36 (62.07%) Apache Spark
5 36 (62.07%) NumPy
6 35 (60.34%) Hadoop
7 34 (58.62%) Apache Hive
8 29 (50.00%) Data Analysis
9 28 (48.28%) Natural Language Processing
10 27 (46.55%) SciPy
10 27 (46.55%) MLlib
11 26 (44.83%) scikit-learn
12 25 (43.10%) Pandas
12 25 (43.10%) Visualisation
13 24 (41.38%) HBase
14 22 (37.93%) Tableau
14 22 (37.93%) HDFS
14 22 (37.93%) PySpark
15 21 (36.21%) Data Visualisation
15 21 (36.21%) Amazon AWS
15 21 (36.21%) QlikView
15 21 (36.21%) Text Mining
16 20 (34.48%) Mathematics
16 20 (34.48%) Cybersecurity
17 19 (32.76%) PhD
18 18 (31.03%) C++
18 18 (31.03%) Analytics
19 17 (29.31%) Big Data

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 36 (62.07%) Apache Spark
2 10 (17.24%) Apache Pig
3 3 (5.17%) Apache
4 1 (1.72%) Elasticsearch
4 1 (1.72%) IPython
4 1 (1.72%) SAS
Applications
1 1 (1.72%) SPSS
Cloud Services
1 21 (36.21%) Amazon AWS
2 6 (10.34%) Microsoft Azure
3 2 (3.45%) Amazon EMR
3 2 (3.45%) Amazon Kinesis
3 2 (3.45%) Google Cloud Platform
3 2 (3.45%) IaaS
3 2 (3.45%) SaaS
4 1 (1.72%) Amazon EC2
4 1 (1.72%) Amazon S3
4 1 (1.72%) Amazon SageMaker
4 1 (1.72%) AWS Lambda
4 1 (1.72%) Cloud Computing
4 1 (1.72%) Serverless
Database & Business Intelligence
1 35 (60.34%) Hadoop
2 34 (58.62%) Apache Hive
3 24 (41.38%) HBase
4 21 (36.21%) QlikView
4 21 (36.21%) Text Mining
5 17 (29.31%) Big Data
6 11 (18.97%) NoSQL
7 6 (10.34%) Apache Cassandra
7 6 (10.34%) MongoDB
8 5 (8.62%) PostgreSQL
8 5 (8.62%) Relational Database
9 3 (5.17%) Amazon Redshift
9 3 (5.17%) Data Lake
9 3 (5.17%) MySQL
9 3 (5.17%) Spotfire
9 3 (5.17%) SQL Server
10 2 (3.45%) DB2
10 2 (3.45%) Kdb+
10 2 (3.45%) Neo4j
10 2 (3.45%) RDBMS
Development Applications
1 5 (8.62%) Git (software)
1 5 (8.62%) Jenkins
2 3 (5.17%) Subversion
2 3 (5.17%) Visual Studio
2 3 (5.17%) Visual Studio Team System
3 2 (3.45%) Maven
3 2 (3.45%) Robot Framework
General
1 14 (24.14%) Finance
2 9 (15.52%) Electronics
3 5 (8.62%) Marketing
3 5 (8.62%) Retail
4 2 (3.45%) Advertising
4 2 (3.45%) Banking
4 2 (3.45%) Manufacturing
5 1 (1.72%) Aerospace
5 1 (1.72%) Automotive
5 1 (1.72%) Investment Banking
Job Titles
1 33 (56.90%) Data Scientist
2 29 (50.00%) Senior Data Scientist
3 22 (37.93%) Machine Learning Scientist
4 8 (13.79%) Machine Learning Engineer
5 4 (6.90%) Data Engineer
5 4 (6.90%) Python Engineer
6 3 (5.17%) Big Data Engineer
6 3 (5.17%) Developer
6 3 (5.17%) Software Engineer
7 2 (3.45%) AWS Developer
7 2 (3.45%) Python Developer
7 2 (3.45%) Python Software Engineer
8 1 (1.72%) Computer Scientist
8 1 (1.72%) Consultant
8 1 (1.72%) Data Consultant
8 1 (1.72%) Data Manager
8 1 (1.72%) Development Engineer
8 1 (1.72%) Senior Consultant
8 1 (1.72%) Senior Data Engineer
8 1 (1.72%) Software Development Engineer
Libraries, Frameworks & Software Standards
1 58 (100.00%) TensorFlow
2 36 (62.07%) NumPy
3 28 (48.28%) Natural Language Processing
4 27 (46.55%) MLlib
4 27 (46.55%) SciPy
5 26 (44.83%) scikit-learn
6 25 (43.10%) Pandas
7 22 (37.93%) PySpark
8 16 (27.59%) Keras
9 15 (25.86%) Caffe
10 9 (15.52%) MXNet
11 5 (8.62%) RHadoop
11 5 (8.62%) Torch
11 5 (8.62%) Velocity
12 4 (6.90%) Kafka
13 3 (5.17%) CNTK
14 2 (3.45%) JMS
14 2 (3.45%) Rendezvous
14 2 (3.45%) Ultra Messaging
14 2 (3.45%) ZeroMQ
Miscellaneous
1 15 (25.86%) Algorithms
2 10 (17.24%) Computer Science
3 9 (15.52%) Robotics
4 5 (8.62%) Digital Media
5 4 (6.90%) Analytical Skills
6 2 (3.45%) Derivative
6 2 (3.45%) Equities
6 2 (3.45%) Self-Motivation
7 1 (1.72%) Fixed Income
7 1 (1.72%) GPGPU
7 1 (1.72%) Grid Computing
7 1 (1.72%) Marketing Technology
Operating Systems
1 2 (3.45%) CoreOS
Processes & Methodologies
1 57 (98.28%) Machine Learning
2 49 (84.48%) Deep Learning
3 44 (75.86%) Data Science
4 29 (50.00%) Data Analysis
5 25 (43.10%) Visualisation
6 21 (36.21%) Data Visualisation
7 20 (34.48%) Cybersecurity
7 20 (34.48%) Mathematics
8 18 (31.03%) Analytics
9 13 (22.41%) Artificial Intelligence
10 12 (20.69%) Statistics
11 9 (15.52%) Parallel Programming
12 8 (13.79%) Physics
12 8 (13.79%) Statistical Modelling
13 7 (12.07%) Agile Software Development
13 7 (12.07%) Data Modelling
13 7 (12.07%) Presales
14 6 (10.34%) Business Analysis
14 6 (10.34%) Scrum
14 6 (10.34%) Software Engineering
Programming Languages
1 57 (98.28%) Python
2 18 (31.03%) C++
3 15 (25.86%) SQL
4 12 (20.69%) C
5 10 (17.24%) Scala
6 9 (15.52%) R
7 8 (13.79%) Java
8 5 (8.62%) C#
9 3 (5.17%) JavaScript
9 3 (5.17%) MATLAB
10 2 (3.45%) Rust
Qualifications
1 19 (32.76%) PhD
2 15 (25.86%) Degree
3 7 (12.07%) Master's Degree
4 3 (5.17%) Numerate Degree
5 1 (1.72%) Computer Science Degree
System Software
1 22 (37.93%) HDFS
2 6 (10.34%) Docker
3 3 (5.17%) Apache Flume
Systems Management
1 4 (6.90%) Kubernetes
2 2 (3.45%) Mesos
3 1 (1.72%) Oozie
Vendors
1 22 (37.93%) Tableau
2 9 (15.52%) Microsoft
3 3 (5.17%) Alteryx
3 3 (5.17%) Google
3 3 (5.17%) Talend
4 2 (3.45%) Informatica
4 2 (3.45%) Oracle
4 2 (3.45%) Sybase
4 2 (3.45%) TIBCO
5 1 (1.72%) Cloudera
5 1 (1.72%) Hortonworks