Period
to

The following table provides summary statistics for permanent job vacancies advertised in London 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 16 August 2022 with a comparison to the same period in the previous 2 years.

Data Mining
England > London
6 months to
16 Aug 2022
Same period 2021 Same period 2020
Rank 524 490 401
Rank change year-on-year -34 -89 +150
Permanent jobs citing Data Mining 382 213 141
As % of all permanent jobs advertised in London 0.54% 0.46% 0.55%
As % of the Database & Business Intelligence category 1.75% 1.45% 1.95%
Number of salaries quoted 97 116 133
10th Percentile £35,688 £41,250 £41,400
25th Percentile £52,500 £43,625 £48,750
Median annual salary (50th Percentile) £60,000 £57,500 £70,000
Median % change year-on-year +4.35% -17.86% +2.49%
75th Percentile £80,000 £80,000 £95,000
90th Percentile £93,750 £97,500 £200,000
England median annual salary £59,526 £52,500 £60,000
% change year-on-year +13.38% -12.50% +17.31%

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 London with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
London
Permanent vacancies with a requirement for database or business intelligence skills 21,890 14,701 7,239
As % of all permanent IT jobs advertised in London 30.81% 31.85% 28.19%
Number of salaries quoted 8,972 8,680 5,882
10th Percentile £45,000 £43,750 £42,149
25th Percentile £55,000 £53,750 £51,250
Median annual salary (50th Percentile) £72,500 £70,000 £67,500
Median % change year-on-year +3.57% +3.70% +3.85%
75th Percentile £91,250 £88,750 £85,000
90th Percentile £110,000 £105,000 £102,375
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

Data Mining
Job Vacancy Trend in London

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

Job vacancy trend for Data Mining in London

Data Mining
Salary Trend in London

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

Salary trend for Data Mining in London

Data Mining
Salary Histogram in London

Salary distribution for jobs citing Data Mining in London over the 6 months to 16 August 2022.

Salary histogram for Data Mining in London

Data Mining
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Mining within the London region over the 6 months to 16 August 2022. 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
Jobs
Central London -49 27 £82,500 +43.48% 3
South London -59 4 £80,000 +100.00% 1
Data Mining
England

For the 6 months to 16 August 2022, 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 London region with a requirement for Data Mining.

1 252 (65.97%) SQL
2 211 (55.24%) Python
3 189 (49.48%) Analytics
4 164 (42.93%) Data Science
5 162 (42.41%) Analytical Skills
5 162 (42.41%) Mathematics
6 157 (41.10%) Social Skills
7 156 (40.84%) Degree
8 146 (38.22%) Machine Learning
9 139 (36.39%) Visualisation
10 138 (36.13%) Computer Science
11 136 (35.60%) Statistics
12 124 (32.46%) ETL
13 123 (32.20%) Agile
14 117 (30.63%) Data Analysis
15 116 (30.37%) AWS
16 114 (29.84%) Finance
17 110 (28.80%) Data Modelling
18 109 (28.53%) Data Warehouse
18 109 (28.53%) Apache Spark
19 107 (28.01%) Java
20 104 (27.23%) GCP
21 96 (25.13%) Big Data
21 96 (25.13%) Data Pipeline
22 87 (22.77%) Google
23 86 (22.51%) Azure
24 83 (21.73%) Hadoop
25 80 (20.94%) Business Intelligence
26 79 (20.68%) Artificial Intelligence
26 79 (20.68%) Power BI

Data Mining
Co-occurring IT Skills in London 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
1 109 (28.53%) Apache Spark
2 33 (8.64%) OpenStack
3 23 (6.02%) SAS
4 12 (3.14%) Apache Airflow
4 12 (3.14%) Apache Pig
5 8 (2.09%) Apache
6 6 (1.57%) CMS
6 6 (1.57%) WordPress
7 5 (1.31%) Apache Solr
8 2 (0.52%) Jupyter
Applications
1 38 (9.95%) Microsoft Excel
2 18 (4.71%) Microsoft PowerPoint
2 18 (4.71%) Spreadsheet
2 18 (4.71%) SPSS
3 5 (1.31%) MS Visio
4 3 (0.79%) Microsoft Office
5 1 (0.26%) EViews
Business Applications
1 19 (4.97%) Oracle Payables
2 1 (0.26%) Dynamics CRM
2 1 (0.26%) Eikon
2 1 (0.26%) SAP S/4HANA
Cloud Services
1 116 (30.37%) AWS
2 104 (27.23%) GCP
3 86 (22.51%) Azure
4 79 (20.68%) Power Platform
5 29 (7.59%) Google Analytics
6 23 (6.02%) Cloud Computing
7 22 (5.76%) Azure Synapse Analytics
8 20 (5.24%) Google Data Studio
9 12 (3.14%) Slack
10 9 (2.36%) Adobe Analytics
10 9 (2.36%) Amazon EMR
11 8 (2.09%) IaaS
11 8 (2.09%) PaaS
12 7 (1.83%) Azure Data Factory
13 6 (1.57%) SaaS
13 6 (1.57%) Snowflake
14 5 (1.31%) Lucidchart
15 3 (0.79%) Azure AKS
15 3 (0.79%) Serverless
16 2 (0.52%) Power Automate
Communications & Networking
1 8 (2.09%) Broadband
2 6 (1.57%) FTP
3 4 (1.05%) Skype
4 3 (0.79%) Internet
5 1 (0.26%) DHCP
5 1 (0.26%) Ethernet
5 1 (0.26%) ICMP
5 1 (0.26%) TCP/IP
Database & Business Intelligence
1 109 (28.53%) Data Warehouse
2 96 (25.13%) Big Data
3 83 (21.73%) Hadoop
4 79 (20.68%) Power BI
5 76 (19.90%) Tableau
6 42 (10.99%) BigQuery
7 40 (10.47%) Flink
7 40 (10.47%) Looker
8 30 (7.85%) SQL Server
9 29 (7.59%) Data Lake
10 27 (7.07%) Amazon Redshift
11 23 (6.02%) SQL Server Integration Services
12 22 (5.76%) Relational Database
13 19 (4.97%) Apache Hive
14 18 (4.71%) SQL Server Analysis Services
15 17 (4.45%) BusinessObjects
16 16 (4.19%) GIS
16 16 (4.19%) Metadata
16 16 (4.19%) MySQL
16 16 (4.19%) NoSQL
Development Applications
1 8 (2.09%) Git (software)
2 7 (1.83%) SQL Server Management Studio (SSMS)
3 6 (1.57%) Selenium
4 4 (1.05%) JIRA
5 1 (0.26%) PyCharm
General
1 162 (42.41%) Analytical Skills
2 157 (41.10%) Social Skills
3 114 (29.84%) Finance
4 38 (9.95%) Retail
5 36 (9.42%) Banking
6 32 (8.38%) Marketing
7 28 (7.33%) Games
8 27 (7.07%) Telecoms
9 22 (5.76%) Public Sector
10 21 (5.50%) Front Office
11 17 (4.45%) Inclusion and Diversity
12 14 (3.66%) Presentation Skills
13 11 (2.88%) German Language
14 10 (2.62%) Organisational Skills
14 10 (2.62%) Publishing
15 9 (2.36%) Advertising
16 8 (2.09%) Automotive
16 8 (2.09%) French Language
16 8 (2.09%) Manufacturing
17 6 (1.57%) Legal
Job Titles
1 112 (29.32%) Analyst
2 83 (21.73%) Data Analyst
3 62 (16.23%) Data Scientist
4 61 (15.97%) Architect
5 51 (13.35%) Senior Analyst
6 42 (10.99%) Senior Data Scientist
7 41 (10.73%) Senior Data Analyst
8 39 (10.21%) Data Engineer
9 36 (9.42%) Developer
10 33 (8.64%) IT Architect
11 32 (8.38%) Digital Architect
12 28 (7.33%) Principal Architect
13 25 (6.54%) Business Intelligence Developer
14 21 (5.50%) Machine Learning Scientist
14 21 (5.50%) Senior Architect
15 19 (4.97%) Cloud Architect
15 19 (4.97%) Senior Cloud Architect
16 18 (4.71%) Power BI Developer
16 18 (4.71%) Senior Data Engineer
17 17 (4.45%) GCP Architect
Libraries, Frameworks & Software Standards
1 40 (10.47%) Apache Beam
2 34 (8.90%) Kafka
3 32 (8.38%) TensorFlow
4 25 (6.54%) REST
5 22 (5.76%) scikit-learn
6 21 (5.50%) Chainer
6 21 (5.50%) Keras
6 21 (5.50%) Theano
6 21 (5.50%) Torch
7 19 (4.97%) XML
8 18 (4.71%) Velocity
9 15 (3.93%) Pandas
10 8 (2.09%) NumPy
11 6 (1.57%) Beautiful Soup
11 6 (1.57%) Matplotlib
11 6 (1.57%) Plotly
11 6 (1.57%) Scrapy
11 6 (1.57%) Seaborn
11 6 (1.57%) SQLAlchemy
12 4 (1.05%) .NET
Miscellaneous
1 65 (17.02%) Algorithms
2 24 (6.28%) Linux Command Line
3 14 (3.66%) Data Structures
4 12 (3.14%) Mobile App
5 9 (2.36%) Tandem
5 9 (2.36%) User Experience
6 8 (2.09%) e-Learning
6 8 (2.09%) Low-Code
7 7 (1.83%) Online Games
7 7 (1.83%) Sports Betting
8 6 (1.57%) Blog
8 6 (1.57%) Credit Risk
9 5 (1.31%) Data Centre
9 5 (1.31%) Music Streaming
9 5 (1.31%) Semantic Web
9 5 (1.31%) Video\Live Streaming
10 4 (1.05%) FMCG
10 4 (1.05%) Mainframe
10 4 (1.05%) Management Information System
10 4 (1.05%) PMI
Operating Systems
1 52 (13.61%) Linux
2 4 (1.05%) Unix
3 3 (0.79%) VMS
3 3 (0.79%) Windows
3 3 (0.79%) Windows Server
4 2 (0.52%) Android
Processes & Methodologies
1 189 (49.48%) Analytics
2 164 (42.93%) Data Science
3 162 (42.41%) Mathematics
4 146 (38.22%) Machine Learning
5 139 (36.39%) Visualisation
6 138 (36.13%) Computer Science
7 136 (35.60%) Statistics
8 124 (32.46%) ETL
9 123 (32.20%) Agile
10 117 (30.63%) Data Analysis
11 110 (28.80%) Data Modelling
12 96 (25.13%) Data Pipeline
13 80 (20.94%) Business Intelligence
14 79 (20.68%) Artificial Intelligence
15 78 (20.42%) Data Analytics
16 71 (18.59%) Data Management
17 69 (18.06%) Software Engineering
18 65 (17.02%) Data Engineering
18 65 (17.02%) Decision-Making
19 62 (16.23%) Data Visualisation
Programming Languages
1 252 (65.97%) SQL
2 211 (55.24%) Python
3 107 (28.01%) Java
4 56 (14.66%) R
5 36 (9.42%) C++
6 28 (7.33%) MATLAB
7 20 (5.24%) JavaScript
8 16 (4.19%) T-SQL
9 13 (3.40%) Go
9 13 (3.40%) PHP
10 10 (2.62%) C
10 10 (2.62%) Data Analysis Expressions (DAX)
10 10 (2.62%) Perl
11 9 (2.36%) Scala
11 9 (2.36%) Shell Script
12 8 (2.09%) C#
12 8 (2.09%) PL/SQL
13 6 (1.57%) Bash
13 6 (1.57%) Rust
14 4 (1.05%) OCaml
Qualifications
1 156 (40.84%) Degree
2 67 (17.54%) Master's Degree
3 62 (16.23%) Computer Science Degree
4 48 (12.57%) PhD
5 31 (8.12%) TOGAF Certification
6 19 (4.97%) AWS Certification
7 5 (1.31%) Numerate Degree
8 4 (1.05%) PMI Certification
8 4 (1.05%) SC Cleared
8 4 (1.05%) Security Cleared
9 2 (0.52%) CBAP
10 1 (0.26%) Microsoft Certification
Quality Assurance & Compliance
1 70 (18.32%) Data Quality
2 2 (0.52%) Accessibility
2 2 (0.52%) MiFID
3 1 (0.26%) GDPR
3 1 (0.26%) QA
System Software
1 7 (1.83%) Active Directory
2 2 (0.52%) HDFS
3 1 (0.26%) Docker
3 1 (0.26%) Virtual Machines
Systems Management
1 13 (3.40%) Kubernetes
2 9 (2.36%) Terraform
3 1 (0.26%) Ansible
3 1 (0.26%) Mesos
3 1 (0.26%) Puppet
Vendors
1 87 (22.77%) Google
2 37 (9.69%) Oracle
3 29 (7.59%) Microsoft
4 25 (6.54%) Teradata
5 19 (4.97%) CA
6 16 (4.19%) Cognizant
7 10 (2.62%) Cognos
7 10 (2.62%) Databricks
7 10 (2.62%) Sage
8 9 (2.36%) Adobe
8 9 (2.36%) Facebook
9 6 (1.57%) IBM
9 6 (1.57%) Yahoo!
10 5 (1.31%) Delphix
10 5 (1.31%) Greenplum
10 5 (1.31%) Informatica
11 4 (1.05%) WorldPay
12 3 (0.79%) Alteryx
12 3 (0.79%) Blue Prism
12 3 (0.79%) LexisNexis