Period
to 17 October 2018

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

Text Mining
UK > England
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 1038 1059 1161
Rank change year-on-year +21 +102 +48
Permanent jobs citing Text Mining 83 114 65
As % of all permanent IT jobs advertised in England 0.054% 0.069% 0.036%
As % of the Database & Business Intelligence category 0.18% 0.23% 0.12%
Number of salaries quoted 55 116 62
England median annual salary £90,000 £67,500 £55,000
Median salary % change year-on-year +33.33% +22.73% -12.00%
10th Percentile £44,250 £33,750 £38,750
90th Percentile £97,500 £84,000 £105,000
UK median annual salary £72,500 £67,500 £55,000
% change year-on-year +7.41% +22.73% -12.00%

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 45,196 49,843 53,633
As % of all permanent IT jobs advertised in England 29.50% 30.34% 29.63%
Number of salaries quoted 37,027 41,387 46,178
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £31,250 £30,000 £28,750
90th Percentile £83,750 £77,500 £76,250
UK median annual salary £50,000 £48,000 £47,500
% change year-on-year +4.17% +1.05% +5.56%

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 17 October 2018.

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 17 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
London +42 45 £90,000 +28.57% 4
South East +3 28 £65,000 -22.62% 1
East of England +8 5 £42,500 -14.14% 3
North of England +18 4 £50,000 -16.67%
North West +2 4 £50,000 -16.67%
Midlands +24 1 - - 1
East Midlands - 1 - -
Text Mining
UK

For the 6 months to 17 October 2018, IT jobs citing Text Mining 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 across the England region with a requirement for Text Mining.

1 73 (87.95%) Python
2 68 (81.93%) Data Science
3 56 (67.47%) Apache Spark
4 55 (66.27%) Hadoop
4 55 (66.27%) Visualisation
5 54 (65.06%) Data Visualisation
6 51 (61.45%) Apache Hive
7 50 (60.24%) Machine Learning
8 47 (56.63%) Tableau
9 46 (55.42%) Natural Language Processing
10 37 (44.58%) Analytics
11 35 (42.17%) Degree
12 33 (39.76%) Big Data
12 33 (39.76%) TensorFlow
12 33 (39.76%) Deep Learning
13 32 (38.55%) Algorithms
13 32 (38.55%) R
13 32 (38.55%) Data Modelling
13 32 (38.55%) SQL
14 31 (37.35%) Kafka
15 30 (36.14%) Statistics
16 29 (34.94%) Finance
17 28 (33.73%) Artificial Intelligence
17 28 (33.73%) Mathematics
17 28 (33.73%) Social Network
17 28 (33.73%) Random Forest
18 27 (32.53%) scikit-learn
19 26 (31.33%) HDFS
20 25 (30.12%) Pandas
20 25 (30.12%) Decision-Making

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 56 (67.47%) Apache Spark
2 25 (30.12%) SAS
3 23 (27.71%) Apache
4 6 (7.23%) Elasticsearch
Applications
1 1 (1.20%) CPLEX
1 1 (1.20%) SPSS
Business Applications
1 2 (2.41%) NetSuite
Cloud Services
1 24 (28.92%) Microsoft Azure
2 9 (10.84%) Amazon AWS
3 6 (7.23%) Cloud Computing
4 5 (6.02%) Amazon EC2
4 5 (6.02%) Amazon S3
4 5 (6.02%) Amazon SQS
5 1 (1.20%) Amazon EMR
5 1 (1.20%) SaaS
Database & Business Intelligence
1 55 (66.27%) Hadoop
2 51 (61.45%) Apache Hive
3 33 (39.76%) Big Data
4 24 (28.92%) Power BI
5 23 (27.71%) QlikView
5 23 (27.71%) SAP HANA
6 22 (26.51%) HBase
7 10 (12.05%) Data Mining
8 5 (6.02%) Amazon RDS
8 5 (6.02%) PostgreSQL
9 3 (3.61%) NoSQL
10 2 (2.41%) Data Warehouse
10 2 (2.41%) MySQL
11 1 (1.20%) Apache Cassandra
11 1 (1.20%) BusinessObjects
11 1 (1.20%) Electronic Patient Records
11 1 (1.20%) Lumira
11 1 (1.20%) MongoDB
11 1 (1.20%) Oracle Reports
11 1 (1.20%) Triplestore
Development Applications
1 6 (7.23%) Git (software)
General
1 29 (34.94%) Finance
2 25 (30.12%) Retail
2 25 (30.12%) Telecoms
3 10 (12.05%) Pharmaceutical
4 2 (2.41%) Advertising
4 2 (2.41%) Banking
4 2 (2.41%) Publishing
5 1 (1.20%) Aerospace
Job Titles
1 60 (72.29%) Data Scientist
2 36 (43.37%) Senior Data Scientist
3 24 (28.92%) Machine Learning Scientist
4 7 (8.43%) Developer
5 5 (6.02%) Python Developer
6 4 (4.82%) Process Engineer
7 3 (3.61%) Architect
7 3 (3.61%) Data Architect
7 3 (3.61%) Junior
7 3 (3.61%) Junior Data Scientist
7 3 (3.61%) Lead Developer
8 2 (2.41%) Data Engineer
8 2 (2.41%) Development Manager
8 2 (2.41%) Java Developer
8 2 (2.41%) Machine Learning Engineer
8 2 (2.41%) Senior Architect
8 2 (2.41%) Senior Data Architect
8 2 (2.41%) Senior Developer
8 2 (2.41%) Senior Java Developer
8 2 (2.41%) Service Manager
Libraries, Frameworks & Software Standards
1 46 (55.42%) Natural Language Processing
2 33 (39.76%) TensorFlow
3 31 (37.35%) Kafka
4 27 (32.53%) scikit-learn
5 25 (30.12%) D3.js
5 25 (30.12%) NumPy
5 25 (30.12%) Pandas
5 25 (30.12%) SciPy
6 24 (28.92%) PySpark
7 23 (27.71%) ggplot
8 22 (26.51%) MLlib
8 22 (26.51%) Theano
9 8 (9.64%) Keras
10 6 (7.23%) ActiveMQ
10 6 (7.23%) CoreNLP
10 6 (7.23%) Django
10 6 (7.23%) JSON
10 6 (7.23%) Spring
10 6 (7.23%) XML
11 5 (6.02%) REST
Miscellaneous
1 32 (38.55%) Algorithms
2 28 (33.73%) Social Network
3 13 (15.66%) Life Science
4 10 (12.05%) Computer Science
5 9 (10.84%) Analytical Skills
6 5 (6.02%) User Experience
7 4 (4.82%) Clustering
7 4 (4.82%) Social Media
8 2 (2.41%) Management Information System
8 2 (2.41%) Virtual Team
9 1 (1.20%) Data Centre
9 1 (1.20%) Enterprise Software
9 1 (1.20%) Fintech
9 1 (1.20%) GPGPU
Operating Systems
1 1 (1.20%) Linux
1 1 (1.20%) Unix
Processes & Methodologies
1 68 (81.93%) Data Science
2 55 (66.27%) Visualisation
3 54 (65.06%) Data Visualisation
4 50 (60.24%) Machine Learning
5 37 (44.58%) Analytics
6 33 (39.76%) Deep Learning
7 32 (38.55%) Data Modelling
8 30 (36.14%) Statistics
9 28 (33.73%) Artificial Intelligence
9 28 (33.73%) Mathematics
9 28 (33.73%) Random Forest
10 25 (30.12%) Business Intelligence
10 25 (30.12%) Data Engineering
10 25 (30.12%) Decision-Making
11 24 (28.92%) Data Analysis
11 24 (28.92%) Data Security
12 23 (27.71%) Data-Driven Decision Making
12 23 (27.71%) Econometrics
12 23 (27.71%) Operations Research
12 23 (27.71%) Quantitative Research
Programming Languages
1 73 (87.95%) Python
2 32 (38.55%) R
2 32 (38.55%) SQL
3 20 (24.10%) Java
4 9 (10.84%) Scala
5 3 (3.61%) C++
6 2 (2.41%) JavaScript
6 2 (2.41%) Julia
6 2 (2.41%) MATLAB
7 1 (1.20%) PL/SQL
Qualifications
1 35 (42.17%) Degree
2 9 (10.84%) PhD
3 3 (3.61%) Computer Science Degree
3 3 (3.61%) PMI Certification
3 3 (3.61%) PMP
4 2 (2.41%) Numerate Degree
Quality Assurance & Compliance
1 5 (6.02%) QA
2 2 (2.41%) Data Quality
System Software
1 26 (31.33%) HDFS
2 4 (4.82%) Docker
Systems Management
1 23 (27.71%) Hadoop YARN
2 1 (1.20%) Ansible
2 1 (1.20%) Opscode Chef
2 1 (1.20%) Puppet
Vendors
1 47 (56.63%) Tableau
2 24 (28.92%) SAP
3 7 (8.43%) Oracle
4 4 (4.82%) Google
5 2 (2.41%) Salesforce.com
6 1 (1.20%) IBM
6 1 (1.20%) Teradata
6 1 (1.20%) Twitter