Period
to 18 November 2019

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 18 November 2019 with a comparison to the same period in the previous 2 years.

Data Mining
England > London
6 months to
18 Nov 2019
Same period 2018 Same period 2017
Rank 477 546 564
Rank change year-on-year +69 +18 -90
Permanent jobs citing Data Mining 252 277 308
As % of all permanent IT jobs advertised in London 0.46% 0.42% 0.41%
As % of the Database & Business Intelligence category 1.64% 1.38% 1.39%
Number of salaries quoted 159 219 241
London median annual salary £65,000 £67,500 £65,000
Median salary % change year-on-year -3.70% +3.85% +8.33%
10th Percentile £41,250 £41,500 £37,500
90th Percentile £103,500 £110,000 £97,500
England median annual salary £55,000 £55,000 £55,000

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 15,328 20,050 22,089
As % of all permanent IT jobs advertised in London 28.26% 30.20% 29.42%
Number of salaries quoted 12,686 16,354 17,693
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £38,375 £37,500 £36,250
90th Percentile £100,000 £95,000 £88,750
England median annual salary £52,500 £51,500 £50,000
% change year-on-year +1.94% +3.00% +5.26%

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 18 November 2019.

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 18 November 2019. 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 +57 58 £75,000 +21.95% 5
West London +26 11 £42,500 -10.53% 2
East London +24 3 £82,000 +31.20% 6
Data Mining
England

For the 6 months to 18 November 2019, 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.

1 150 (59.52%) SQL
2 148 (58.73%) Python
3 135 (53.57%) Data Science
4 133 (52.78%) Analytics
5 124 (49.21%) Machine Learning
6 103 (40.87%) Degree
7 88 (34.92%) Visualisation
8 87 (34.52%) Business Intelligence
9 81 (32.14%) Apache Spark
10 79 (31.35%) Algorithms
10 79 (31.35%) Analytical Skills
11 73 (28.97%) R
12 71 (28.17%) Agile Software Development
13 70 (27.78%) Hadoop
13 70 (27.78%) Computer Science
14 68 (26.98%) Big Data
15 67 (26.59%) Finance
16 63 (25.00%) Marketing
17 58 (23.02%) Statistics
18 51 (20.24%) Mathematics
19 50 (19.84%) Data Analysis
19 50 (19.84%) ETL
20 49 (19.44%) Data Modelling
21 48 (19.05%) Data Warehouse
22 42 (16.67%) QA
22 42 (16.67%) Data Analytics
23 40 (15.87%) Apache Hive
24 39 (15.48%) Data Management
24 39 (15.48%) Relational Database
25 38 (15.08%) SQL Server

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 81 (32.14%) Apache Spark
2 33 (13.10%) SAS
3 17 (6.75%) Adobe Experience Manager
3 17 (6.75%) CMS
4 12 (4.76%) Apache
4 12 (4.76%) Apache Pig
5 10 (3.97%) IIS
6 2 (0.79%) Elasticsearch
6 2 (0.79%) SharePoint
7 1 (0.40%) Jupyter
7 1 (0.40%) WordPress
Applications
1 18 (7.14%) Microsoft Excel
2 4 (1.59%) SPSS
3 3 (1.19%) Weka
4 1 (0.40%) Microsoft Office
4 1 (0.40%) Microsoft PowerPoint
4 1 (0.40%) MS Visio
Business Applications
1 3 (1.19%) Dynamics CRM
2 2 (0.79%) Eloqua
3 1 (0.40%) Elite 3E
3 1 (0.40%) FastStats
Cloud Services
1 34 (13.49%) Azure
2 24 (9.52%) AWS
3 12 (4.76%) GCP
3 12 (4.76%) Power Platform
4 11 (4.37%) Cloud Computing
5 10 (3.97%) Amazon EMR
5 10 (3.97%) Amazon S3
6 8 (3.17%) AWS Lambda
6 8 (3.17%) PaaS
6 8 (3.17%) Serverless
7 3 (1.19%) Azure Data Factory
7 3 (1.19%) Office 365
7 3 (1.19%) Stackdriver
8 2 (0.79%) Google Analytics
9 1 (0.40%) Amazon SageMaker
9 1 (0.40%) MailChimp
9 1 (0.40%) PowerApps
9 1 (0.40%) SaaS
Communications & Networking
1 3 (1.19%) Firewall
2 2 (0.79%) Wireless
3 1 (0.40%) Kerberos
Database & Business Intelligence
1 70 (27.78%) Hadoop
2 68 (26.98%) Big Data
3 48 (19.05%) Data Warehouse
4 40 (15.87%) Apache Hive
5 39 (15.48%) Relational Database
6 38 (15.08%) NoSQL
6 38 (15.08%) SQL Server
7 20 (7.94%) Text Mining
8 19 (7.54%) SQL Server Reporting Services
9 18 (7.14%) SQL Server Integration Services
10 15 (5.95%) PostgreSQL
11 12 (4.76%) Power BI
12 11 (4.37%) Looker
12 11 (4.37%) OLAP
13 10 (3.97%) HDInsight
13 10 (3.97%) KDB
13 10 (3.97%) MongoDB
13 10 (3.97%) Neo4j
14 8 (3.17%) Cosmos DB
14 8 (3.17%) Enterprise Data Warehouse
Development Applications
1 8 (3.17%) kappa
2 4 (1.59%) Git (software)
3 1 (0.40%) Bitbucket
3 1 (0.40%) JIRA
3 1 (0.40%) Selenium
3 1 (0.40%) Subversion
General
1 67 (26.59%) Finance
2 63 (25.00%) Marketing
3 26 (10.32%) Retail
4 20 (7.94%) Telecoms
5 13 (5.16%) Banking
6 12 (4.76%) Manufacturing
7 10 (3.97%) Public Sector
8 7 (2.78%) Electronics
9 4 (1.59%) Legal
9 4 (1.59%) Pharmaceutical
10 3 (1.19%) Advertising
11 2 (0.79%) Front Office
11 2 (0.79%) Law
12 1 (0.40%) Automotive
12 1 (0.40%) Billing
12 1 (0.40%) Spanish Language
Job Titles
1 85 (33.73%) Data Scientist
2 56 (22.22%) Senior Data Scientist
3 36 (14.29%) Analyst
4 28 (11.11%) Data Engineer
5 19 (7.54%) Architect
6 17 (6.75%) Developer
6 17 (6.75%) Head of Engineering
7 16 (6.35%) Business Intelligence Analyst
7 16 (6.35%) Data Analyst
8 13 (5.16%) Python Engineer
9 11 (4.37%) Data Architect
10 9 (3.57%) Insight Analyst
10 9 (3.57%) Machine Learning Engineer
10 9 (3.57%) Report Analyst
11 8 (3.17%) Data Insight Analyst
11 8 (3.17%) Insight Data Analyst
11 8 (3.17%) Solutions Architect
12 7 (2.78%) Software Engineer
13 6 (2.38%) Python Developer
14 5 (1.98%) Junior
Libraries, Frameworks & Software Standards
1 20 (7.94%) .NET
1 20 (7.94%) NumPy
2 13 (5.16%) SciPy
3 11 (4.37%) D3.js
4 10 (3.97%) LAPP Stack
4 10 (3.97%) Natural Language Processing
5 9 (3.57%) ggplot2
6 8 (3.17%) REST
7 6 (2.38%) Apache Beam
7 6 (2.38%) TensorFlow
8 5 (1.98%) Pandas
8 5 (1.98%) Web Services
9 3 (1.19%) HTML
9 3 (1.19%) Kafka
9 3 (1.19%) XML
10 2 (0.79%) AngularJS
10 2 (0.79%) ggplot
10 2 (0.79%) PyTorch
10 2 (0.79%) scikit-learn
10 2 (0.79%) Twitter Bootstrap
Miscellaneous
1 79 (31.35%) Algorithms
1 79 (31.35%) Analytical Skills
2 24 (9.52%) Management Information System
3 12 (4.76%) Data Structures
3 12 (4.76%) Digital Media
4 11 (4.37%) Greenfield Project
4 11 (4.37%) Virtual Team
5 9 (3.57%) Cloud Native
6 8 (3.17%) Self-Motivation
7 6 (2.38%) Linux Command Line
8 4 (1.59%) Hedge funds
9 3 (1.19%) Clustering
9 3 (1.19%) Enterprise Software
9 3 (1.19%) PMI
10 2 (0.79%) Client/Server
10 2 (0.79%) Fixed Income
10 2 (0.79%) Spread Betting
11 1 (0.40%) Blog
11 1 (0.40%) Credit Risk
11 1 (0.40%) Robotics
Operating Systems
1 36 (14.29%) Linux
2 8 (3.17%) Unix
3 2 (0.79%) Windows
3 2 (0.79%) Windows Server
Processes & Methodologies
1 135 (53.57%) Data Science
2 133 (52.78%) Analytics
3 124 (49.21%) Machine Learning
4 88 (34.92%) Visualisation
5 87 (34.52%) Business Intelligence
6 71 (28.17%) Agile Software Development
7 70 (27.78%) Computer Science
8 58 (23.02%) Statistics
9 51 (20.24%) Mathematics
10 50 (19.84%) Data Analysis
10 50 (19.84%) ETL
11 49 (19.44%) Data Modelling
12 42 (16.67%) Data Analytics
13 39 (15.48%) Data Management
14 38 (15.08%) Predictive Modelling
15 37 (14.68%) Data Visualisation
16 36 (14.29%) Statistical Modelling
17 35 (13.89%) Artificial Intelligence
17 35 (13.89%) Decision-Making
18 33 (13.10%) Master Data Management
Programming Languages
1 150 (59.52%) SQL
2 148 (58.73%) Python
3 73 (28.97%) R
4 37 (14.68%) Scala
5 34 (13.49%) Java
6 23 (9.13%) C#
6 23 (9.13%) C++
7 14 (5.56%) VBA
8 13 (5.16%) JavaScript
9 10 (3.97%) T-SQL
10 7 (2.78%) Go
11 5 (1.98%) PowerShell
12 4 (1.59%) MATLAB
13 3 (1.19%) PL/SQL
14 2 (0.79%) VB
15 1 (0.40%) Data Analysis Expressions (DAX)
15 1 (0.40%) HiveQL
15 1 (0.40%) Pig Latin
15 1 (0.40%) TypeScript
Qualifications
1 103 (40.87%) Degree
2 24 (9.52%) PhD
3 18 (7.14%) Master's Degree
4 17 (6.75%) Numerate Degree
5 10 (3.97%) Computer Science Degree
5 10 (3.97%) MBA
6 6 (2.38%) DBS Check
7 5 (1.98%) PRINCE2 Certification
8 3 (1.19%) PMI Certification
9 2 (0.79%) ITIL Certification
9 2 (0.79%) MCSE
9 2 (0.79%) Microsoft Certification
Quality Assurance & Compliance
1 42 (16.67%) QA
2 31 (12.30%) Data Quality
3 7 (2.78%) GDPR
4 3 (1.19%) Actionable Recommendations
4 3 (1.19%) ISO/IEC 27001
5 1 (0.40%) COBIT
System Software
1 21 (8.33%) HDFS
2 2 (0.79%) Active Directory
Systems Management
1 3 (1.19%) Oracle Enterprise Manager
2 1 (0.40%) Oozie
2 1 (0.40%) Systems Management Server (SMS)
Vendors
1 36 (14.29%) Microsoft
2 21 (8.33%) Tableau
2 21 (8.33%) WorldPay
3 18 (7.14%) Adobe
4 17 (6.75%) TIBCO
5 15 (5.95%) Google
6 11 (4.37%) Oracle
7 9 (3.57%) Hortonworks
8 8 (3.17%) Cloudera
9 7 (2.78%) SAP
10 6 (2.38%) Salesforce.com
11 4 (1.59%) Alteryx
12 2 (0.79%) Pardot
13 1 (0.40%) Facebook
13 1 (0.40%) IBM
13 1 (0.40%) MathWorks
13 1 (0.40%) Snowplow