Period
to 24 September 2018

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 24 September 2018 with a comparison to the same period in the previous 2 years.

Data Mining
England > London
6 months to
24 Sep 2018
Same period 2017 Same period 2016
Rank 507 549 426
Rank change year-on-year +42 -123 +12
Permanent jobs citing Data Mining 315 301 528
As % of all permanent IT jobs advertised in London 0.46% 0.41% 0.67%
As % of the Database & Business Intelligence category 1.48% 1.38% 2.28%
Number of salaries quoted 256 237 457
London median annual salary £60,000 £62,500 £60,000
Median salary % change year-on-year -4.00% +4.17% -
10th Percentile £41,500 £35,750 £37,500
90th Percentile £110,000 £95,000 £100,000
England median annual salary £52,500 £55,000 £52,500
% change year-on-year -4.55% +4.76% +5.00%

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 21,273 21,856 23,201
As % of all permanent IT jobs advertised in London 31.09% 29.49% 29.60%
Number of salaries quoted 16,907 17,568 20,203
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £37,500 £36,250 £35,000
90th Percentile £93,750 £90,000 £87,500
England median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Data Mining
Job Vacancy Trend in London

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

Job vacancy trend for Data Mining in London

Data Mining
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Mining in London.

Salary trend for Data Mining in London

Data Mining
Salary Histogram in London

The salary distribution of IT jobs citing Data Mining in London over the 6 months to 24 September 2018.

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 24 September 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
Central London -47 46 £60,000 -14.29% 8
South London +44 38 £47,500 +22.76%
West London +30 12 £75,000 +76.47% 6
East London - 4 £66,250 - 1
North London - 1 £60,000 - 1
Data Mining
England

For the 6 months to 24 September 2018, 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.

1 173 (54.92%) Analytics
2 172 (54.60%) SQL
3 145 (46.03%) Business Intelligence
4 128 (40.63%) Python
5 121 (38.41%) Machine Learning
6 116 (36.83%) Finance
7 98 (31.11%) Data Science
8 88 (27.94%) Degree
9 82 (26.03%) Data Analysis
10 79 (25.08%) R
11 77 (24.44%) Analytical Skills
12 75 (23.81%) Visualisation
13 68 (21.59%) Data Modelling
14 65 (20.63%) Data Warehouse
15 64 (20.32%) Mathematics
15 64 (20.32%) Power BI
16 62 (19.68%) Algorithms
17 60 (19.05%) Predictive Modelling
17 60 (19.05%) ETL
18 58 (18.41%) SAS
19 57 (18.10%) SQL Server Integration Services
19 57 (18.10%) Statistics
19 57 (18.10%) Big Data
20 53 (16.83%) SQL Server
21 52 (16.51%) Computer Science
22 50 (15.87%) Microsoft Excel
23 49 (15.56%) Microsoft
23 49 (15.56%) Agile Software Development
24 48 (15.24%) Hadoop
25 47 (14.92%) Data Management

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 58 (18.41%) SAS
2 45 (14.29%) Apache Spark
3 10 (3.17%) CMS
3 10 (3.17%) Hyperledger
4 6 (1.90%) Apache
5 4 (1.27%) Gentran
6 2 (0.63%) Apache Airflow
6 2 (0.63%) SharePoint
7 1 (0.32%) Apache Pig
7 1 (0.32%) Cloud Foundry
7 1 (0.32%) Elasticsearch
7 1 (0.32%) SharePoint 2010
Applications
1 50 (15.87%) Microsoft Excel
2 23 (7.30%) SPSS
3 17 (5.40%) Microsoft PowerPoint
4 10 (3.17%) Microsoft Office
5 4 (1.27%) Gephi
5 4 (1.27%) Microsoft Project
5 4 (1.27%) MS Visio
6 3 (0.95%) Stata
7 2 (0.63%) CPLEX
8 1 (0.32%) Mingle
8 1 (0.32%) Weka
Business Applications
1 4 (1.27%) Oracle Receivables
1 4 (1.27%) SAP Forecasting and Replenishment
1 4 (1.27%) SAP Retail
2 2 (0.63%) Dynamics CRM
2 2 (0.63%) SAP ERP
2 2 (0.63%) SAP MII
Cloud Services
1 20 (6.35%) Amazon AWS
2 13 (4.13%) Microsoft Azure
3 11 (3.49%) Heroku
3 11 (3.49%) SaaS
4 8 (2.54%) Google Cloud Platform
5 6 (1.90%) Google Analytics
6 2 (0.63%) Azure Data Factory
6 2 (0.63%) Cloud Computing
7 1 (0.32%) Adobe Analytics
7 1 (0.32%) GitHub
Communications & Networking
1 4 (1.27%) FTP
2 3 (0.95%) Internet
3 1 (0.32%) ATM
3 1 (0.32%) Broadband
Database & Business Intelligence
1 65 (20.63%) Data Warehouse
2 64 (20.32%) Power BI
3 57 (18.10%) Big Data
3 57 (18.10%) SQL Server Integration Services
4 53 (16.83%) SQL Server
5 48 (15.24%) Hadoop
6 43 (13.65%) SQL Server Analysis Services
7 41 (13.02%) SQL Server Reporting Services
8 35 (11.11%) Relational Database
9 25 (7.94%) Apache Hive
10 21 (6.67%) Microsoft Analysis Services
11 18 (5.71%) NoSQL
12 14 (4.44%) BusinessObjects
13 13 (4.13%) SQL Server 2008
14 12 (3.81%) MongoDB
14 12 (3.81%) SQL Server 2016
15 11 (3.49%) PowerPivot
16 10 (3.17%) Blockchain
16 10 (3.17%) Lumira
17 9 (2.86%) Data Lake
Development Applications
1 28 (8.89%) SQL Server Management Studio (SSMS)
2 3 (0.95%) Git (software)
2 3 (0.95%) Jenkins
2 3 (0.95%) JIRA
3 1 (0.32%) ER Studio
3 1 (0.32%) ERwin
3 1 (0.32%) GoCD
3 1 (0.32%) Gradle
3 1 (0.32%) JMeter
3 1 (0.32%) JUnit
3 1 (0.32%) Mockito
3 1 (0.32%) RStudio
3 1 (0.32%) Selenium
3 1 (0.32%) Subversion
General
1 116 (36.83%) Finance
2 45 (14.29%) Retail
3 41 (13.02%) Marketing
4 23 (7.30%) Banking
5 21 (6.67%) Telecoms
6 13 (4.13%) Manufacturing
7 11 (3.49%) Electronics
8 8 (2.54%) Investment Banking
9 7 (2.22%) Advertising
10 5 (1.59%) Legal
10 5 (1.59%) Retail Banking
11 4 (1.27%) Front Office
11 4 (1.27%) Law
11 4 (1.27%) Russian Language
12 3 (0.95%) Games
12 3 (0.95%) International Banking
13 2 (0.63%) Aerospace
13 2 (0.63%) Automotive
13 2 (0.63%) Billing
13 2 (0.63%) Digital Economy
Job Titles
1 78 (24.76%) Developer
2 77 (24.44%) Data Scientist
3 75 (23.81%) Analyst
4 45 (14.29%) Business Intelligence Developer
5 37 (11.75%) Data Analyst
6 30 (9.52%) Senior Data Scientist
7 20 (6.35%) Dashboard Developer
8 19 (6.03%) Power BI Developer
9 18 (5.71%) Business Intelligence Analyst
10 16 (5.08%) Architect
11 15 (4.76%) Consultant
12 13 (4.13%) Business Intelligence Lead
12 13 (4.13%) Senior Analyst
13 12 (3.81%) Business Developer
13 12 (3.81%) Data Architect
13 12 (3.81%) Software Engineer
14 11 (3.49%) JavaScript Developer
14 11 (3.49%) SQL Analyst
14 11 (3.49%) SQL Developer
14 11 (3.49%) Web Developer
Libraries, Frameworks & Software Standards
1 21 (6.67%) Express
1 21 (6.67%) HTML
1 21 (6.67%) Node.js
2 19 (6.03%) TensorFlow
3 18 (5.71%) Natural Language Processing
4 17 (5.40%) RESTful
5 16 (5.08%) CSS
6 13 (4.13%) AngularJS
7 12 (3.81%) Middleware
8 11 (3.49%) CSS3
8 11 (3.49%) D3.js
8 11 (3.49%) HTML5
8 11 (3.49%) LESS
8 11 (3.49%) Mongoose
8 11 (3.49%) Sass
9 10 (3.17%) React
10 9 (2.86%) JSON
10 9 (2.86%) Pandas
10 9 (2.86%) SciPy
11 8 (2.54%) Keras
Miscellaneous
1 77 (24.44%) Analytical Skills
2 62 (19.68%) Algorithms
3 52 (16.51%) Computer Science
4 18 (5.71%) Fintech
5 16 (5.08%) Management Information System
6 14 (4.44%) Enterprise Software
7 13 (4.13%) Self-Motivation
8 12 (3.81%) Replication
9 8 (2.54%) NHS
10 7 (2.22%) Social Network
11 6 (1.90%) Credit Risk
11 6 (1.90%) Virtual Team
12 5 (1.59%) Blog
12 5 (1.59%) Data Structures
13 4 (1.27%) Hedge funds
13 4 (1.27%) Life Science
13 4 (1.27%) Social Media
14 2 (0.63%) Greenfield Project
14 2 (0.63%) Internet of Things
14 2 (0.63%) Linux Command Line
Operating Systems
1 15 (4.76%) Linux
2 3 (0.95%) Unix
3 2 (0.63%) Windows
4 1 (0.32%) Windows 7
4 1 (0.32%) Windows Server
Processes & Methodologies
1 173 (54.92%) Analytics
2 145 (46.03%) Business Intelligence
3 121 (38.41%) Machine Learning
4 98 (31.11%) Data Science
5 82 (26.03%) Data Analysis
6 75 (23.81%) Visualisation
7 68 (21.59%) Data Modelling
8 64 (20.32%) Mathematics
9 60 (19.05%) ETL
9 60 (19.05%) Predictive Modelling
10 57 (18.10%) Statistics
11 49 (15.56%) Agile Software Development
12 47 (14.92%) Data Management
13 42 (13.33%) Problem-Solving
13 42 (13.33%) Statistical Modelling
14 35 (11.11%) Artificial Intelligence
15 32 (10.16%) Data Visualisation
15 32 (10.16%) ERP
16 31 (9.84%) Statistical Analysis
17 28 (8.89%) Data Analytics
Programming Languages
1 172 (54.60%) SQL
2 128 (40.63%) Python
3 79 (25.08%) R
4 44 (13.97%) Java
5 31 (9.84%) JavaScript
6 28 (8.89%) MATLAB
7 26 (8.25%) T-SQL
8 23 (7.30%) Scala
9 21 (6.67%) C++
9 21 (6.67%) Go
10 18 (5.71%) C#
10 18 (5.71%) Data Analysis Expressions (DAX)
11 12 (3.81%) VBA
12 11 (3.49%) ES6
13 9 (2.86%) Perl
14 8 (2.54%) HiveQL
15 7 (2.22%) C
16 5 (1.59%) PL/SQL
17 4 (1.27%) ActionScript
17 4 (1.27%) ActionScript 2.0
Qualifications
1 88 (27.94%) Degree
2 26 (8.25%) PhD
3 16 (5.08%) Numerate Degree
4 14 (4.44%) Computer Science Degree
5 8 (2.54%) Master's Degree
5 8 (2.54%) PMI Certification
5 8 (2.54%) PMP
6 2 (0.63%) Postgraduate
7 1 (0.32%) SAS Certification
Quality Assurance & Compliance
1 21 (6.67%) QA
2 8 (2.54%) Data Quality
3 5 (1.59%) Actionable Recommendations
4 2 (0.63%) GDPR
System Software
1 18 (5.71%) HDFS
2 5 (1.59%) Docker
Systems Management
1 5 (1.59%) Kubernetes
2 2 (0.63%) MOM
3 1 (0.32%) Kibana
3 1 (0.32%) Mesos
3 1 (0.32%) Rancher
Vendors
1 49 (15.56%) Microsoft
2 37 (11.75%) Oracle
3 36 (11.43%) Tableau
4 31 (9.84%) SAP
5 18 (5.71%) Google
6 14 (4.44%) WorldPay
7 13 (4.13%) MicroStrategy
8 8 (2.54%) CA
8 8 (2.54%) Salesforce.com
8 8 (2.54%) Teradata
9 6 (1.90%) Forcepoint
9 6 (1.90%) McAfee
9 6 (1.90%) Symantec
10 4 (1.27%) Cadence
10 4 (1.27%) Informatica
10 4 (1.27%) Retek
10 4 (1.27%) Talend
10 4 (1.27%) Vertica
11 3 (0.95%) Hyperion
11 3 (0.95%) Sun