Period
to 27 November 2021

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Mining skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Mining over the 6 months to 27 November 2021 with a comparison to the same period in the previous 2 years.

Data Mining
UK > England
6 months to
27 Nov 2021
Same period 2020 Same period 2019
Rank 660 542 653
Rank change year-on-year -118 +111 +38
Permanent jobs citing Data Mining 356 167 416
As % of all permanent jobs advertised in England 0.32% 0.33% 0.33%
As % of the Database & Business Intelligence category 1.15% 1.18% 1.22%
Number of salaries quoted 205 149 282
10th Percentile £40,800 £41,000 £32,500
25th Percentile £45,000 £47,500 £37,654
Median annual salary (50th Percentile) £60,000 £70,000 £55,000
Median % change year-on-year -14.29% +27.27% -
75th Percentile £72,500 £82,500 £77,500
90th Percentile £85,750 £105,000 £97,250
UK median annual salary £60,000 £70,000 £52,500
% change year-on-year -14.29% +33.33% -4.55%

Data 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 30,953 14,160 34,014
As % of all permanent IT jobs advertised in England 27.49% 28.34% 27.15%
Number of salaries quoted 20,402 12,216 28,659
10th Percentile £35,929 £34,250 £31,750
25th Percentile £43,750 £42,500 £38,750
Median annual salary (50th Percentile) £60,000 £55,000 £52,500
Median % change year-on-year +9.09% +4.76% -
75th Percentile £77,500 £73,750 £71,250
90th Percentile £95,000 £90,000 £87,500
UK median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% +5.00%

Data Mining
Job Vacancy Trend in England

Job postings citing Data Mining as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Mining in England

Data Mining
Salary Trend in England

3-month moving average salary quoted in jobs citing Data Mining in England.

Salary trend for Data Mining in England

Data Mining
Salary Histogram in England

Salary distribution for jobs citing Data Mining in England over the 6 months to 27 November 2021.

Salary histogram for Data Mining in England

Data 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 Data Mining within the England region over the 6 months to 27 November 2021. 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 -193 186 £62,500 -15.25% 24
South East -108 54 £65,000 +8.33% 5
East of England -68 37 £70,000 -
Midlands -92 28 £42,500 +3.03% 4
North of England -112 27 £47,500 -5.00% 9
West Midlands -94 23 £56,250 +32.35% 3
North West -89 12 £57,250 -0.43% 6
Yorkshire -94 11 £45,000 +9.09% 2
South West -70 7 £50,000 -
East Midlands -62 5 £32,500 -13.33% 1
North East -25 4 £55,000 - 1
Data Mining
UK

For the 6 months to 27 November 2021, IT jobs citing Data 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 Data Mining.

1 221 (62.08%) SQL
2 216 (60.67%) Python
3 170 (47.75%) Analytics
4 157 (44.10%) Data Science
5 155 (43.54%) Visualisation
6 153 (42.98%) Analytical Skills
7 126 (35.39%) Computer Science
8 119 (33.43%) Machine Learning
9 118 (33.15%) Data Modelling
10 117 (32.87%) Degree
11 111 (31.18%) Data Analysis
11 111 (31.18%) Business Intelligence
12 104 (29.21%) Statistics
13 102 (28.65%) Data Visualisation
14 99 (27.81%) Azure
15 95 (26.69%) Social Skills
16 94 (26.40%) Algorithms
17 86 (24.16%) Power Platform
17 86 (24.16%) Power BI
18 83 (23.31%) Microsoft
19 80 (22.47%) ETL
20 77 (21.63%) Finance
21 75 (21.07%) Java
22 72 (20.22%) Mathematics
23 71 (19.94%) AWS
24 63 (17.70%) Big Data
25 61 (17.13%) Data Analytics
25 61 (17.13%) Apache Spark
26 60 (16.85%) Data Quality
27 59 (16.57%) R

Data 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 61 (17.13%) Apache Spark
2 19 (5.34%) SAS
3 17 (4.78%) SharePoint
4 14 (3.93%) Elasticsearch
5 11 (3.09%) Confluence
6 6 (1.69%) Apache Pig
7 5 (1.40%) Apache Solr
7 5 (1.40%) Jupyter
8 4 (1.12%) CMS
9 3 (0.84%) Facebook Platform
10 2 (0.56%) Apache Airflow
11 1 (0.28%) Luigi
Applications
1 57 (16.01%) Microsoft Excel
2 18 (5.06%) Microsoft Office
3 12 (3.37%) MS Visio
4 8 (2.25%) SPSS
5 6 (1.69%) Microsoft PowerPoint
6 4 (1.12%) Spreadsheet
7 1 (0.28%) Weka
Business Applications
1 13 (3.65%) IBM Planning Analytics
2 3 (0.84%) Adobe Campaign
3 2 (0.56%) Dynamics AX
3 2 (0.56%) Oracle Procure-to-Pay
3 2 (0.56%) SAP R/3
3 2 (0.56%) SAP S/4HANA
4 1 (0.28%) SAP Oil and Gas
4 1 (0.28%) Teamcenter
Cloud Services
1 99 (27.81%) Azure
2 86 (24.16%) Power Platform
3 71 (19.94%) AWS
4 26 (7.30%) GCP
5 16 (4.49%) npm
6 14 (3.93%) Azure Synapse Analytics
7 13 (3.65%) Azure Data Factory
8 10 (2.81%) Amazon SageMaker
9 9 (2.53%) SaaS
10 8 (2.25%) Amazon EC2
11 7 (1.97%) Serverless
12 5 (1.40%) Amazon S3
13 4 (1.12%) Azure Stack
13 4 (1.12%) Google Analytics
13 4 (1.12%) Microsoft 365
13 4 (1.12%) PaaS
13 4 (1.12%) Snowflake
14 3 (0.84%) Cloud Computing
14 3 (0.84%) Dynamics 365
15 2 (0.56%) IaaS
Communications & Networking
1 14 (3.93%) Broadband
2 4 (1.12%) Internet
3 3 (0.84%) Firewall
4 2 (0.56%) DSL
4 2 (0.56%) LAN
4 2 (0.56%) WAN
5 1 (0.28%) DNS
5 1 (0.28%) FTP
5 1 (0.28%) VPN
Database & Business Intelligence
1 86 (24.16%) Power BI
2 63 (17.70%) Big Data
3 59 (16.57%) Data Warehouse
4 58 (16.29%) Tableau
5 53 (14.89%) SQL Server
6 50 (14.04%) SQL Server Integration Services
7 43 (12.08%) Relational Database
8 40 (11.24%) Hadoop
9 32 (8.99%) SQL Server Reporting Services
10 30 (8.43%) SQL Server Analysis Services
11 28 (7.87%) Data Lake
12 25 (7.02%) Apache Hive
13 22 (6.18%) NoSQL
14 19 (5.34%) Metadata
15 17 (4.78%) PostgreSQL
15 17 (4.78%) RDBMS
16 16 (4.49%) DB2
17 13 (3.65%) OLAP
17 13 (3.65%) Text Mining
18 12 (3.37%) MySQL
Development Applications
1 30 (8.43%) JIRA
2 27 (7.58%) Git (software)
3 16 (4.49%) webpack
4 9 (2.53%) ERwin
5 8 (2.25%) Bitbucket
6 4 (1.12%) SQL Server Management Studio (SSMS)
7 3 (0.84%) Visual Studio
8 2 (0.56%) CircleCI
9 1 (0.28%) eggPlant
9 1 (0.28%) Jenkins
9 1 (0.28%) Maven
9 1 (0.28%) PyCharm
9 1 (0.28%) RStudio
9 1 (0.28%) Selenium
9 1 (0.28%) TeamCity
9 1 (0.28%) Visual Studio Team System
General
1 153 (42.98%) Analytical Skills
2 95 (26.69%) Social Skills
3 77 (21.63%) Finance
4 34 (9.55%) Marketing
5 25 (7.02%) Law
6 24 (6.74%) Presentation Skills
7 23 (6.46%) Banking
7 23 (6.46%) Retail
8 20 (5.62%) Advertising
9 19 (5.34%) Inclusion and Diversity
10 16 (4.49%) Pharmaceutical
11 12 (3.37%) Front Office
12 8 (2.25%) Telecoms
13 7 (1.97%) Legal
14 5 (1.40%) Games
14 5 (1.40%) Manufacturing
15 4 (1.12%) Documentation Skills
15 4 (1.12%) Organisational Skills
16 3 (0.84%) Spanish Language
17 2 (0.56%) Local Government
Job Titles
1 92 (25.84%) Analyst
2 60 (16.85%) Data Scientist
3 56 (15.73%) Data Analyst
4 48 (13.48%) Data Engineer
5 44 (12.36%) Developer
6 30 (8.43%) Architect
7 27 (7.58%) Data Architect
8 25 (7.02%) Senior Data Scientist
9 20 (5.62%) Machine Learning Scientist
10 19 (5.34%) Business Intelligence Analyst
11 16 (4.49%) JavaScript Developer
12 14 (3.93%) Business Intelligence Developer
13 13 (3.65%) Business Development Analyst
13 13 (3.65%) Development Analyst
14 12 (3.37%) Insight Analyst
14 12 (3.37%) Splunk Specialist
14 12 (3.37%) Technical Specialist
15 11 (3.09%) Data Insight Analyst
15 11 (3.09%) Insight Data Analyst
15 11 (3.09%) Quality Analyst
Libraries, Frameworks & Software Standards
1 30 (8.43%) Node.js
2 27 (7.58%) scikit-learn
3 25 (7.02%) TensorFlow
4 23 (6.46%) Kafka
5 22 (6.18%) Web Services
6 20 (5.62%) AngularJS
6 20 (5.62%) REST
7 17 (4.78%) .NET
7 17 (4.78%) HTML
7 17 (4.78%) Keras
7 17 (4.78%) NumPy
7 17 (4.78%) React
8 16 (4.49%) HTML5
8 16 (4.49%) jQuery
8 16 (4.49%) Vue.js
9 14 (3.93%) Elastic Stack
10 13 (3.65%) PySpark
10 13 (3.65%) Theano
10 13 (3.65%) XML
11 11 (3.09%) Pandas
Miscellaneous
1 94 (26.40%) Algorithms
2 46 (12.92%) Data Structures
3 36 (10.11%) Management Information System
4 31 (8.71%) User Experience
5 24 (6.74%) Life Science
6 20 (5.62%) Enterprise Software
7 14 (3.93%) Social Media
8 13 (3.65%) Virtual Team
9 8 (2.25%) Credit Risk
9 8 (2.25%) Smartphone
10 5 (1.40%) Self-Motivation
11 4 (1.12%) Foreign Exchange (FX)
12 3 (0.84%) Data Centre
12 3 (0.84%) Data Protection Act
12 3 (0.84%) Mobile Games
12 3 (0.84%) Social Network
13 2 (0.56%) CUDA
13 2 (0.56%) e-Learning
13 2 (0.56%) STB
13 2 (0.56%) Tandem
Operating Systems
1 28 (7.87%) Linux
2 13 (3.65%) Windows
3 8 (2.25%) Solaris
3 8 (2.25%) Unix
4 2 (0.56%) Windows 10
4 2 (0.56%) Windows Server
Processes & Methodologies
1 170 (47.75%) Analytics
2 157 (44.10%) Data Science
3 155 (43.54%) Visualisation
4 126 (35.39%) Computer Science
5 119 (33.43%) Machine Learning
6 118 (33.15%) Data Modelling
7 111 (31.18%) Business Intelligence
7 111 (31.18%) Data Analysis
8 104 (29.21%) Statistics
9 102 (28.65%) Data Visualisation
10 80 (22.47%) ETL
11 72 (20.22%) Mathematics
12 61 (17.13%) Data Analytics
13 58 (16.29%) Artificial Intelligence
13 58 (16.29%) Problem-Solving
14 56 (15.73%) Data Management
15 49 (13.76%) Statistical Analysis
16 48 (13.48%) Predictive Modelling
17 45 (12.64%) Agile Software Development
18 39 (10.96%) Data Governance
Programming Languages
1 221 (62.08%) SQL
2 216 (60.67%) Python
3 75 (21.07%) Java
4 59 (16.57%) R
5 37 (10.39%) C++
6 31 (8.71%) VBA
7 28 (7.87%) JavaScript
8 25 (7.02%) Scala
9 23 (6.46%) TypeScript
10 22 (6.18%) C
11 18 (5.06%) MATLAB
11 18 (5.06%) T-SQL
12 17 (4.78%) Perl
13 16 (4.49%) ES6
14 15 (4.21%) PHP
15 14 (3.93%) PowerShell
16 11 (3.09%) C#
17 8 (2.25%) PHP 7
18 5 (1.40%) Cypher
18 5 (1.40%) SPARQL
Qualifications
1 117 (32.87%) Degree
2 36 (10.11%) Computer Science Degree
3 31 (8.71%) PhD
4 21 (5.90%) Numerate Degree
5 18 (5.06%) Master's Degree
6 12 (3.37%) Microsoft Certification
7 8 (2.25%) Security Cleared
8 5 (1.40%) SC Cleared
9 3 (0.84%) ISEB
10 2 (0.56%) CEH
10 2 (0.56%) CISSP
10 2 (0.56%) MCSE
10 2 (0.56%) OSCP
11 1 (0.28%) HND
11 1 (0.28%) IBM Certification
Quality Assurance & Compliance
1 60 (16.85%) Data Quality
2 27 (7.58%) GDPR
3 8 (2.25%) Accessibility
4 4 (1.12%) QA
5 3 (0.84%) ISO/IEC 27001
6 2 (0.56%) PCI DSS
7 1 (0.28%) Actionable Recommendations
7 1 (0.28%) Cyber Essentials
7 1 (0.28%) HIPAA
7 1 (0.28%) NIST
System Software
1 10 (2.81%) Docker
2 1 (0.28%) Firmware
2 1 (0.28%) HDFS
Systems Management
1 5 (1.40%) Docker Swarm
2 3 (0.84%) Kubernetes
3 1 (0.28%) Ansible
3 1 (0.28%) Opscode Chef
3 1 (0.28%) Puppet
3 1 (0.28%) Salt
Vendors
1 83 (23.31%) Microsoft
2 28 (7.87%) Databricks
2 28 (7.87%) Google
3 19 (5.34%) Facebook
4 18 (5.06%) IBM
5 13 (3.65%) GoldenSource
5 13 (3.65%) Splunk
6 12 (3.37%) Teradata
7 9 (2.53%) Alteryx
8 8 (2.25%) Atlassian
8 8 (2.25%) Oracle
8 8 (2.25%) Sage
8 8 (2.25%) Twitter
8 8 (2.25%) YouTube
9 7 (1.97%) SAP
10 6 (1.69%) Informatica
11 4 (1.12%) UiPath
12 3 (0.84%) Adobe
12 3 (0.84%) LexisNexis
12 3 (0.84%) Talend