Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Text Mining skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Text Mining over the 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Text Mining
UK > England
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 1073 1135 1210
Rank change year-on-year +62 +75 +51
Permanent jobs citing Text Mining 101 63 71
As % of all permanent IT jobs advertised in England 0.060% 0.035% 0.035%
As % of the Database & Business Intelligence category 0.20% 0.12% 0.11%
Number of salaries quoted 101 61 63
England median annual salary £67,500 £60,000 £62,500
Median salary % change year-on-year +12.50% -4.00% +13.64%
10th Percentile £35,000 £42,500 £39,250
90th Percentile £87,500 £110,000 £92,500
UK median annual salary £67,500 £60,000 £62,500
% change year-on-year +12.50% -4.00% +13.64%

Text Mining is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Permanent vacancies with a requirement for database or business intelligence skills 51188 52794 64575
As % of all permanent IT jobs advertised in England 30.19% 29.61% 31.59%
Number of salaries quoted 42561 45612 54872
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £29,000 £28,500
90th Percentile £77,500 £77,500 £75,000
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Text Mining
Job Vacancy Trend in England

Job postings citing Text Mining as a percentage of all IT jobs advertised in England.

Job vacancy trend for Text Mining in England

Text Mining
Salary Trend in England

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

Salary trend for Text Mining in England

Text Mining
Salary Histogram in England

The salary distribution of IT jobs citing Text Mining in England over the 6 months to 21 November 2017.

Salary histogram for Text Mining in England

Text Mining
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Text Mining within the England region over the 6 months to 21 November 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
London +31 55 £70,000 +12.00% 1
East of England +22 24 £67,500 +42.11% 1
South East +52 13 £84,000 -20.00% 2
North of England +18 6 £60,000 +87.50%
North West +8 6 £60,000 +106.90%
Midlands - 2 £77,500 -
South West - 1 £45,000 -
West Midlands - 1 £70,000 -
Text Mining
UK

For the 6 months to 21 November 2017, IT jobs citing Text Mining also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for Text Mining.

1 61 (60.40%) Python
2 60 (59.41%) Machine Learning
3 55 (54.46%) Java
4 47 (46.53%) Data Mining
5 44 (43.56%) SQL
6 38 (37.62%) Analytics
6 38 (37.62%) Big Data
7 37 (36.63%) Natural Language Processing
8 36 (35.64%) Algorithms
9 35 (34.65%) Visualisation
10 33 (32.67%) Apache Spark
10 33 (32.67%) Degree
11 31 (30.69%) Elasticsearch
12 29 (28.71%) Data Visualisation
12 29 (28.71%) Agile Software Development
12 29 (28.71%) JavaScript
13 25 (24.75%) Hadoop
13 25 (24.75%) Kafka
14 24 (23.76%) Mathematics
15 23 (22.77%) Computer Science
15 23 (22.77%) Data Management
15 23 (22.77%) Software Engineering
16 22 (21.78%) Life Science
16 22 (21.78%) Statistics
16 22 (21.78%) Predictive Modelling
17 19 (18.81%) Analytical Skills
18 18 (17.82%) Apache Hive
18 18 (17.82%) Physics
18 18 (17.82%) Neural Network
19 17 (16.83%) Artificial Intelligence

Text Mining
Co-occurring IT Skills in England 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 33 (32.67%) Apache Spark
2 31 (30.69%) Elasticsearch
3 17 (16.83%) Apache
4 14 (13.86%) Apache Solr
5 9 (8.91%) SAS
6 5 (4.95%) Jetty
6 5 (4.95%) nginx
6 5 (4.95%) Tomcat
7 2 (1.98%) Apache Pig
8 1 (0.99%) Jupyter
Applications
1 1 (0.99%) Microsoft Excel
1 1 (0.99%) Microsoft Office
1 1 (0.99%) SPSS
Cloud Services
1 9 (8.91%) Amazon AWS
2 5 (4.95%) Amazon EMR
3 2 (1.98%) Amazon EC2
4 1 (0.99%) Amazon S3
Communications & Networking
1 6 (5.94%) HTTP
2 1 (0.99%) Kerberos
Database & Business Intelligence
1 47 (46.53%) Data Mining
2 38 (37.62%) Big Data
3 25 (24.75%) Hadoop
4 18 (17.82%) Apache Hive
5 13 (12.87%) NoSQL
6 9 (8.91%) MySQL
7 7 (6.93%) MongoDB
8 6 (5.94%) Data Warehouse
8 6 (5.94%) Lumira
8 6 (5.94%) Oracle Reports
8 6 (5.94%) QlikView
9 5 (4.95%) Apache Cassandra
9 5 (4.95%) HBase
9 5 (4.95%) Impala
10 4 (3.96%) Mahout
10 4 (3.96%) Relational Database
10 4 (3.96%) SQL Server
11 3 (2.97%) CouchDB
11 3 (2.97%) IBM BigInsights
11 3 (2.97%) IBM InfoSphere
Development Applications
1 6 (5.94%) Git (software)
2 5 (4.95%) Gradle
2 5 (4.95%) Selenium
2 5 (4.95%) Subversion
3 2 (1.98%) Talend Open Studio
General
1 17 (16.83%) Pharmaceutical
2 15 (14.85%) Marketing
3 13 (12.87%) Finance
4 5 (4.95%) Retail
5 4 (3.96%) Advertising
5 4 (3.96%) Publishing
5 4 (3.96%) Telecoms
6 2 (1.98%) Banking
7 1 (0.99%) Digital Economy
7 1 (0.99%) Manufacturing
Job Titles
1 41 (40.59%) Data Scientist
2 26 (25.74%) Developer
3 22 (21.78%) Java Developer
4 12 (11.88%) Development Manager
5 10 (9.90%) JavaScript Developer
6 7 (6.93%) Software Development Manager
6 7 (6.93%) Software Manager
7 6 (5.94%) Junior
7 6 (5.94%) Junior Data Scientist
7 6 (5.94%) Python Developer
8 5 (4.95%) Big Data Manager
8 5 (4.95%) Machine Learning Scientist
9 3 (2.97%) Graduate
9 3 (2.97%) Java Development Manager
9 3 (2.97%) Lead Java Developer
9 3 (2.97%) Machine Learning Engineer
9 3 (2.97%) Senior Data Scientist
9 3 (2.97%) Software Developer
9 3 (2.97%) Software Engineer
9 3 (2.97%) Test Engineer
Libraries, Frameworks & Software Standards
1 37 (36.63%) Natural Language Processing
2 25 (24.75%) Kafka
3 16 (15.84%) REST
4 15 (14.85%) CSS
4 15 (14.85%) HTML
5 14 (13.86%) .NET
5 14 (13.86%) Lucene
6 9 (8.91%) TensorFlow
7 8 (7.92%) ActiveMQ
8 7 (6.93%) CNTK
8 7 (6.93%) NumPy
8 7 (6.93%) Pandas
8 7 (6.93%) RESTful
8 7 (6.93%) scikit-learn
8 7 (6.93%) Theano
8 7 (6.93%) Web Services
9 6 (5.94%) AngularJS
10 5 (4.95%) Elastic Stack
11 4 (3.96%) Node.js
12 1 (0.99%) RabbitMQ
Miscellaneous
1 36 (35.64%) Algorithms
2 23 (22.77%) Computer Science
3 22 (21.78%) Life Science
4 19 (18.81%) Analytical Skills
5 8 (7.92%) Clustering
5 8 (7.92%) Social Network
6 7 (6.93%) Virtual Team
7 6 (5.94%) Robotics
8 5 (4.95%) Linked Data
9 2 (1.98%) Fintech
9 2 (1.98%) Greenfield Project
9 2 (1.98%) Management Information System
9 2 (1.98%) Replication
10 1 (0.99%) FMCG
10 1 (0.99%) Grid Computing
10 1 (0.99%) Semantic Web
10 1 (0.99%) Social Media
10 1 (0.99%) Taxonomies
Operating Systems
1 13 (12.87%) Linux
2 1 (0.99%) Windows
Processes & Methodologies
1 60 (59.41%) Machine Learning
2 38 (37.62%) Analytics
3 35 (34.65%) Visualisation
4 29 (28.71%) Agile Software Development
4 29 (28.71%) Data Visualisation
5 24 (23.76%) Mathematics
6 23 (22.77%) Data Management
6 23 (22.77%) Software Engineering
7 22 (21.78%) Predictive Modelling
7 22 (21.78%) Statistics
8 18 (17.82%) Neural Network
8 18 (17.82%) Physics
9 17 (16.83%) Artificial Intelligence
9 17 (16.83%) Deep Learning
9 17 (16.83%) Information Retrieval
10 15 (14.85%) Statistical Modelling
10 15 (14.85%) Web Development
11 14 (13.86%) Statistical Analysis
11 14 (13.86%) TDD
12 12 (11.88%) Logistic Regression
Programming Languages
1 61 (60.40%) Python
2 55 (54.46%) Java
3 44 (43.56%) SQL
4 29 (28.71%) JavaScript
5 17 (16.83%) C++
6 16 (15.84%) R
7 15 (14.85%) Scala
8 8 (7.92%) C
9 7 (6.93%) Perl
10 5 (4.95%) Bash Shell
10 5 (4.95%) Ruby
11 3 (2.97%) MATLAB
12 2 (1.98%) C#
12 2 (1.98%) T-SQL
12 2 (1.98%) VB.NET
13 1 (0.99%) Lua
13 1 (0.99%) VBA
Qualifications
1 33 (32.67%) Degree
2 13 (12.87%) PhD
3 7 (6.93%) Master's Degree
4 6 (5.94%) Computer Science Degree
5 2 (1.98%) Postgraduate
6 1 (0.99%) Numerate Degree
6 1 (0.99%) Security Cleared
Quality Assurance & Compliance
1 1 (0.99%) Data Quality
System Software
1 6 (5.94%) Apache ZooKeeper
2 3 (2.97%) HDFS
3 2 (1.98%) Docker
Systems Management
1 1 (0.99%) Oozie
Vendors
1 10 (9.90%) Oracle
2 9 (8.91%) Tableau
3 7 (6.93%) IBM
4 6 (5.94%) SAP
4 6 (5.94%) Teradata
5 4 (3.96%) Hortonworks
6 3 (2.97%) Cloudera
6 3 (2.97%) Google
6 3 (2.97%) Greenplum
6 3 (2.97%) MapR
7 2 (1.98%) Talend