Period
to 27 November 2021

The following table provides summary statistics for permanent job vacancies advertised in the Midlands 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
England > Midlands
6 months to
27 Nov 2021
Same period 2020 Same period 2019
Rank 296 204 309
Rank change year-on-year -92 +105 +41
Permanent jobs citing Data Mining 28 14 22
As % of all permanent jobs advertised in the Midlands 0.26% 0.30% 0.20%
As % of the Database & Business Intelligence category 1.07% 0.99% 0.73%
Number of salaries quoted 13 10 16
10th Percentile £31,137 £33,725 £30,724
25th Percentile £31,250 £36,563 £32,000
Median annual salary (50th Percentile) £42,500 £41,250 £34,500
Median % change year-on-year +3.03% +19.57% -17.69%
75th Percentile £62,500 £51,250 £42,500
90th Percentile £67,350 £77,750 £58,125
England median annual salary £60,000 £70,000 £55,000
% change year-on-year -14.29% +27.27% -

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 the Midlands with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Midlands
Permanent vacancies with a requirement for database or business intelligence skills 2,625 1,410 3,031
As % of all permanent IT jobs advertised in the Midlands 24.42% 30.36% 26.93%
Number of salaries quoted 2,026 1,160 2,669
10th Percentile £31,250 £31,250 £27,500
25th Percentile £36,750 £35,000 £33,500
Median annual salary (50th Percentile) £47,500 £45,375 £44,000
Median % change year-on-year +4.68% +3.13% +3.53%
75th Percentile £61,250 £57,500 £53,750
90th Percentile £71,250 £67,500 £65,000
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

Data Mining
Job Vacancy Trend in the Midlands

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

Job vacancy trend for Data Mining in the Midlands

Data Mining
Salary Trend in the Midlands

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

Salary trend for Data Mining in the Midlands

Data Mining
Salary Histogram in the Midlands

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

Salary histogram for Data Mining in the Midlands

Data Mining
Job Locations in the Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the Midlands 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
West Midlands -94 23 £56,250 +32.35% 3
East Midlands -62 5 £32,500 -13.33% 1
Data Mining
England

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 Midlands region with a requirement for Data Mining.

1 16 (57.14%) ETL
1 16 (57.14%) Visualisation
2 15 (53.57%) Machine Learning
2 15 (53.57%) Analytical Skills
3 13 (46.43%) Data Modelling
3 13 (46.43%) SQL
3 13 (46.43%) Python
3 13 (46.43%) Analytics
3 13 (46.43%) Data Visualisation
4 12 (42.86%) Social Skills
5 10 (35.71%) Predictive Modelling
5 10 (35.71%) AWS
6 9 (32.14%) Algorithms
6 9 (32.14%) Linux
6 9 (32.14%) Windows
6 9 (32.14%) Business Intelligence
6 9 (32.14%) MS Visio
6 9 (32.14%) Problem-Solving
7 8 (28.57%) Power Platform
7 8 (28.57%) Predictive Analysis
7 8 (28.57%) Creative Thinking
7 8 (28.57%) Data Structures
7 8 (28.57%) Data Science
7 8 (28.57%) Accessibility
7 8 (28.57%) ERwin
7 8 (28.57%) Solaris
7 8 (28.57%) Web Services
7 8 (28.57%) Unix
7 8 (28.57%) UML
7 8 (28.57%) OOP

Data Mining
Co-occurring IT Skills in the Midlands 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 8 (28.57%) Confluence
1 8 (28.57%) Elasticsearch
2 1 (3.57%) Apache Airflow
2 1 (3.57%) Luigi
2 1 (3.57%) SAS
2 1 (3.57%) SharePoint
Applications
1 9 (32.14%) MS Visio
2 6 (21.43%) Microsoft Excel
3 2 (7.14%) Microsoft PowerPoint
Cloud Services
1 10 (35.71%) AWS
2 8 (28.57%) Power Platform
3 5 (17.86%) GCP
4 4 (14.29%) Azure
5 1 (3.57%) Amazon EC2
5 1 (3.57%) Amazon S3
5 1 (3.57%) Azure Data Factory
5 1 (3.57%) Dynamics 365
Database & Business Intelligence
1 8 (28.57%) Hadoop
1 8 (28.57%) MySQL
1 8 (28.57%) NoSQL
1 8 (28.57%) PostgreSQL
1 8 (28.57%) Power BI
2 6 (21.43%) Data Warehouse
2 6 (21.43%) SQL Server Integration Services
3 3 (10.71%) SQL Server
4 1 (3.57%) Big Data
4 1 (3.57%) Metadata
4 1 (3.57%) Microsoft Analysis Services
4 1 (3.57%) MS Access
4 1 (3.57%) QlikView
4 1 (3.57%) SQL Server Analysis Services
4 1 (3.57%) SQL Server Reporting Services
4 1 (3.57%) Tableau
Development Applications
1 8 (28.57%) Bitbucket
1 8 (28.57%) ERwin
1 8 (28.57%) JIRA
2 4 (14.29%) SQL Server Management Studio (SSMS)
3 1 (3.57%) Git (software)
3 1 (3.57%) RStudio
General
1 15 (53.57%) Analytical Skills
2 12 (42.86%) Social Skills
3 6 (21.43%) Finance
4 1 (3.57%) Advertising
4 1 (3.57%) Retail
Job Titles
1 14 (50.00%) Analyst
2 11 (39.29%) Data Analyst
3 8 (28.57%) Administrator
3 8 (28.57%) DBA
4 5 (17.86%) Active Directory Analyst
4 5 (17.86%) Data Mining Analyst
5 4 (14.29%) Data Scientist
6 3 (10.71%) Data Insight Analyst
6 3 (10.71%) ETL Analyst
6 3 (10.71%) Insight Analyst
6 3 (10.71%) Insight Data Analyst
6 3 (10.71%) SQL Analyst
6 3 (10.71%) SQL Data Analyst
6 3 (10.71%) SSIS Analyst
7 2 (7.14%) Business Intelligence Developer
7 2 (7.14%) Developer
7 2 (7.14%) Senior Data Scientist
8 1 (3.57%) Business Analyst
8 1 (3.57%) Business Developer
8 1 (3.57%) Senior Data Warehouse Specialist
Libraries, Frameworks & Software Standards
1 8 (28.57%) REST
1 8 (28.57%) Web Services
2 3 (10.71%) MDX
3 2 (7.14%) NLTK
4 1 (3.57%) .NET
4 1 (3.57%) ASP.NET
4 1 (3.57%) NumPy
4 1 (3.57%) Pandas
4 1 (3.57%) scikit-learn
4 1 (3.57%) SciPy
4 1 (3.57%) Seaborn
4 1 (3.57%) SpaCy
Miscellaneous
1 9 (32.14%) Algorithms
2 8 (28.57%) Data Structures
2 8 (28.57%) Enterprise Software
3 3 (10.71%) Data Protection Act
4 2 (7.14%) Management Information System
5 1 (3.57%) Mashup
Operating Systems
1 9 (32.14%) Linux
1 9 (32.14%) Windows
2 8 (28.57%) Solaris
2 8 (28.57%) Unix
Processes & Methodologies
1 16 (57.14%) ETL
1 16 (57.14%) Visualisation
2 15 (53.57%) Machine Learning
3 13 (46.43%) Analytics
3 13 (46.43%) Data Modelling
3 13 (46.43%) Data Visualisation
4 10 (35.71%) Predictive Modelling
5 9 (32.14%) Business Intelligence
5 9 (32.14%) Problem-Solving
6 8 (28.57%) Creative Thinking
6 8 (28.57%) Data Science
6 8 (28.57%) OOP
6 8 (28.57%) Predictive Analysis
6 8 (28.57%) UML
7 6 (21.43%) Data Analysis
7 6 (21.43%) Data Analytics
7 6 (21.43%) Root Cause Analysis
8 5 (17.86%) Scrum
8 5 (17.86%) Statistical Modelling
8 5 (17.86%) Validation
Programming Languages
1 13 (46.43%) Python
1 13 (46.43%) SQL
2 8 (28.57%) PHP
2 8 (28.57%) PHP 7
3 5 (17.86%) Java
3 5 (17.86%) VBA
4 3 (10.71%) Data Analysis Expressions (DAX)
4 3 (10.71%) R
5 2 (7.14%) T-SQL
6 1 (3.57%) VB.NET
Qualifications
1 2 (7.14%) Degree
Quality Assurance & Compliance
1 8 (28.57%) Accessibility
2 4 (14.29%) Data Quality
3 1 (3.57%) Cyber Essentials
3 1 (3.57%) ISO/IEC 27001
3 1 (3.57%) PCI DSS
3 1 (3.57%) QA
Vendors
1 8 (28.57%) Atlassian
2 5 (17.86%) Google
3 1 (3.57%) Microsoft