Period
to 13 December 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 13 December 2018 with a comparison to the same period in the previous 2 years.

Text Mining
UK > England
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 1019 1078 1142
Rank change year-on-year +59 +64 +82
Permanent jobs citing Text Mining 102 93 59
As % of all permanent IT jobs advertised in England 0.069% 0.055% 0.034%
As % of the Database & Business Intelligence category 0.24% 0.18% 0.11%
Number of salaries quoted 50 89 57
England median annual salary £90,000 £67,500 £65,000
Median salary % change year-on-year +33.33% +3.85% +4.84%
10th Percentile £48,750 £35,000 £43,650
90th Percentile £97,500 £87,500 £110,000
UK median annual salary £90,000 £67,500 £65,000
% change year-on-year +33.33% +3.85% +4.84%

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 42,707 50,907 51,886
As % of all permanent IT jobs advertised in England 28.78% 30.25% 29.73%
Number of salaries quoted 35,293 42,374 44,762
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,444 £30,000 £29,500
90th Percentile £85,000 £77,500 £77,500
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +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 13 December 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 13 December 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 +56 48 £90,000 +28.57% 4
South East +58 45 £67,500 -20.12% 1
South West +18 4 - -
East of England +11 3 £55,000 -18.52% 1
Midlands +37 1 - - 2
North of England +36 1 £50,000 -16.67%
North West +13 1 £50,000 -16.67%
East Midlands - 1 - -
Text Mining
UK

For the 6 months to 13 December 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 94 (92.16%) Python
2 84 (82.35%) Data Science
3 72 (70.59%) Apache Spark
4 71 (69.61%) Visualisation
5 68 (66.67%) Hadoop
6 67 (65.69%) Apache Hive
7 64 (62.75%) Data Visualisation
8 62 (60.78%) Analytics
9 61 (59.80%) Artificial Intelligence
10 60 (58.82%) R
11 59 (57.84%) Tableau
11 59 (57.84%) Algorithms
12 57 (55.88%) SQL
13 56 (54.90%) Big Data
14 54 (52.94%) Machine Learning
15 52 (50.98%) Degree
16 51 (50.00%) Statistics
17 50 (49.02%) Mathematics
17 50 (49.02%) Finance
17 50 (49.02%) Kafka
18 49 (48.04%) Data Modelling
19 47 (46.08%) Random Forest
20 46 (45.10%) Decision-Making
20 46 (45.10%) Microsoft Azure
21 45 (44.12%) Business Intelligence
22 44 (43.14%) SAS
22 44 (43.14%) Social Network
22 44 (43.14%) Retail
22 44 (43.14%) Quantitative Research
22 44 (43.14%) Data Engineering

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 72 (70.59%) Apache Spark
2 44 (43.14%) SAS
3 41 (40.20%) Apache
4 6 (5.88%) Elasticsearch
5 4 (3.92%) Apache Pig
Applications
1 2 (1.96%) Microsoft Excel
1 2 (1.96%) SPSS
2 1 (0.98%) CPLEX
Cloud Services
1 46 (45.10%) Microsoft Azure
2 9 (8.82%) Amazon AWS
3 5 (4.90%) Amazon EC2
3 5 (4.90%) Amazon S3
3 5 (4.90%) Amazon SQS
3 5 (4.90%) Cloud Computing
4 1 (0.98%) Amazon EMR
4 1 (0.98%) SaaS
Database & Business Intelligence
1 68 (66.67%) Hadoop
2 67 (65.69%) Apache Hive
3 56 (54.90%) Big Data
4 44 (43.14%) Power BI
5 41 (40.20%) SAP HANA
6 17 (16.67%) QlikView
7 16 (15.69%) HBase
8 13 (12.75%) Data Mining
9 6 (5.88%) NoSQL
10 5 (4.90%) Amazon RDS
10 5 (4.90%) PostgreSQL
11 2 (1.96%) BusinessObjects
11 2 (1.96%) Data Lake
11 2 (1.96%) Data Warehouse
11 2 (1.96%) MongoDB
11 2 (1.96%) SQL Server
12 1 (0.98%) Apache Cassandra
12 1 (0.98%) Data Mart
12 1 (0.98%) MySQL
12 1 (0.98%) Oracle Reports
Development Applications
1 6 (5.88%) Git (software)
2 1 (0.98%) Visual Studio
General
1 50 (49.02%) Finance
2 44 (43.14%) Retail
3 42 (41.18%) Telecoms
4 8 (7.84%) Pharmaceutical
5 3 (2.94%) Marketing
6 2 (1.96%) Publishing
7 1 (0.98%) Advertising
7 1 (0.98%) Law
7 1 (0.98%) Military
Job Titles
1 76 (74.51%) Data Scientist
2 48 (47.06%) Senior Data Scientist
3 16 (15.69%) Machine Learning Scientist
4 7 (6.86%) Machine Learning Engineer
5 6 (5.88%) Developer
6 5 (4.90%) Python Developer
7 3 (2.94%) Architect
7 3 (2.94%) Data Architect
7 3 (2.94%) Head of Analytics
7 3 (2.94%) Lead Developer
8 2 (1.96%) Data Engineer
8 2 (1.96%) Development Manager
8 2 (1.96%) Senior Architect
8 2 (1.96%) Senior Data Architect
9 1 (0.98%) Applications Specialist
9 1 (0.98%) Applications Support
9 1 (0.98%) Data Analyst
9 1 (0.98%) Senior Developer
9 1 (0.98%) Software Manager
9 1 (0.98%) Support Specialist
Libraries, Frameworks & Software Standards
1 50 (49.02%) Kafka
2 42 (41.18%) D3.js
2 42 (41.18%) Natural Language Processing
3 41 (40.20%) ggplot
4 25 (24.51%) TensorFlow
5 22 (21.57%) scikit-learn
6 19 (18.63%) NumPy
6 19 (18.63%) PySpark
6 19 (18.63%) SciPy
7 18 (17.65%) Pandas
8 16 (15.69%) MLlib
8 16 (15.69%) Theano
9 6 (5.88%) ActiveMQ
9 6 (5.88%) Django
9 6 (5.88%) JSON
9 6 (5.88%) Spring
9 6 (5.88%) XML
10 5 (4.90%) AngularJS
10 5 (4.90%) REST
11 4 (3.92%) Keras
Miscellaneous
1 59 (57.84%) Algorithms
2 44 (43.14%) Social Network
3 13 (12.75%) Analytical Skills
4 10 (9.80%) Life Science
5 6 (5.88%) Social Media
6 5 (4.90%) Management Information System
6 5 (4.90%) User Experience
7 4 (3.92%) Data Structures
8 3 (2.94%) Clustering
9 2 (1.96%) Data Centre
10 1 (0.98%) Enterprise Software
10 1 (0.98%) Hedge funds
10 1 (0.98%) Virtual Team
Operating Systems
1 2 (1.96%) Unix
2 1 (0.98%) Linux
Processes & Methodologies
1 84 (82.35%) Data Science
2 71 (69.61%) Visualisation
3 64 (62.75%) Data Visualisation
4 62 (60.78%) Analytics
5 61 (59.80%) Artificial Intelligence
6 54 (52.94%) Machine Learning
7 51 (50.00%) Statistics
8 50 (49.02%) Mathematics
9 49 (48.04%) Data Modelling
10 47 (46.08%) Random Forest
11 46 (45.10%) Decision-Making
12 45 (44.12%) Business Intelligence
13 44 (43.14%) Data Engineering
13 44 (43.14%) Quantitative Research
14 43 (42.16%) Operations Research
15 42 (41.18%) Data Security
16 41 (40.20%) Data-Driven Decision Making
16 41 (40.20%) Econometrics
17 27 (26.47%) Deep Learning
18 26 (25.49%) Data Analysis
Programming Languages
1 94 (92.16%) Python
2 60 (58.82%) R
3 57 (55.88%) SQL
4 17 (16.67%) Java
5 9 (8.82%) Scala
6 2 (1.96%) C
6 2 (1.96%) JavaScript
6 2 (1.96%) VBA
7 1 (0.98%) Bash Shell
7 1 (0.98%) C++
7 1 (0.98%) Julia
7 1 (0.98%) MATLAB
7 1 (0.98%) PL/SQL
Qualifications
1 52 (50.98%) Degree
2 9 (8.82%) PhD
3 4 (3.92%) Security Cleared
4 2 (1.96%) Computer Science Degree
4 2 (1.96%) Numerate Degree
4 2 (1.96%) SC Cleared
5 1 (0.98%) Master's Degree
5 1 (0.98%) PMI Certification
5 1 (0.98%) PMP
Quality Assurance & Compliance
1 5 (4.90%) QA
2 3 (2.94%) Data Quality
System Software
1 19 (18.63%) HDFS
2 2 (1.96%) Docker
Systems Management
1 41 (40.20%) Hadoop YARN
2 1 (0.98%) Ansible
2 1 (0.98%) Kubernetes
2 1 (0.98%) Opscode Chef
2 1 (0.98%) Puppet
2 1 (0.98%) Terraform
Vendors
1 59 (57.84%) Tableau
2 42 (41.18%) SAP
3 8 (7.84%) Oracle
4 2 (1.96%) Microsoft
5 1 (0.98%) IBM
5 1 (0.98%) Teradata