Period
to

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Statistics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Statistics over the 6 months to 29 June 2022 with a comparison to the same period in the previous 2 years.

Statistics
England > London
6 months to
29 Jun 2022
Same period 2021 Same period 2020
Rank 230 311 319
Rank change year-on-year +81 +8 +9
Permanent jobs citing Statistics 1,353 432 323
As % of all permanent jobs advertised in London 1.79% 1.05% 0.97%
As % of the Processes & Methodologies category 1.85% 1.10% 1.03%
Number of salaries quoted 404 227 261
10th Percentile £37,278 £38,250 £40,000
25th Percentile £42,638 £45,000 £55,000
Median annual salary (50th Percentile) £60,941 £57,500 £70,000
Median % change year-on-year +5.98% -17.86% +7.69%
75th Percentile £87,500 £75,000 £95,000
90th Percentile £102,125 £93,500 £110,000
England median annual salary £57,000 £55,000 £60,000
% change year-on-year +3.64% -8.33% +9.09%

Statistics is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 73,106 39,167 31,259
As % of all permanent IT jobs advertised in London 96.58% 95.26% 94.30%
Number of salaries quoted 34,995 26,878 25,557
10th Percentile £42,500 £42,500 £40,000
25th Percentile £53,750 £52,500 £51,250
Median annual salary (50th Percentile) £70,000 £70,000 £67,500
Median % change year-on-year - +3.70% +3.85%
75th Percentile £92,250 £87,500 £85,000
90th Percentile £110,000 £105,000 £102,500
England median annual salary £60,000 £56,500 £55,000
% change year-on-year +6.19% +2.73% +4.76%

Statistics
Job Vacancy Trend in London

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

Job vacancy trend for Statistics in London

Statistics
Salary Trend in London

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

Salary trend for Statistics in London

Statistics
Salary Histogram in London

Salary distribution for jobs citing Statistics in London over the 6 months to 29 June 2022.

Salary histogram for Statistics in London

Statistics
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistics within the London region over the 6 months to 29 June 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 -59 65 £65,000 +18.18% 13
West London -32 36 £47,500 -9.52% 4
South London -52 9 £36,806 +63.58%
North London -35 3 £60,000 - 1
Statistics
England

For the 6 months to 29 June 2022, IT jobs citing Statistics 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 Statistics.

1 876 (64.75%) Python
2 786 (58.09%) SQL
3 687 (50.78%) Analytics
4 678 (50.11%) Mathematics
5 676 (49.96%) Degree
6 648 (47.89%) Data Science
7 588 (43.46%) Machine Learning
8 511 (37.77%) Analytical Skills
9 502 (37.10%) Computer Science
10 466 (34.44%) Social Skills
11 380 (28.09%) Finance
12 365 (26.98%) Marketing
13 363 (26.83%) R
14 349 (25.79%) Visualisation
15 348 (25.72%) AWS
16 327 (24.17%) Data Analysis
17 305 (22.54%) Agile
18 299 (22.10%) Algorithms
19 280 (20.69%) Google
20 252 (18.63%) Decision-Making
21 241 (17.81%) GCP
22 236 (17.44%) Artificial Intelligence
23 233 (17.22%) Software Engineering
24 231 (17.07%) Economics
25 223 (16.48%) Data Visualisation
26 222 (16.41%) Business Intelligence
27 205 (15.15%) PhD
28 198 (14.63%) Tableau
28 198 (14.63%) Data Engineering
29 196 (14.49%) Big Data

Statistics
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
1 176 (13.01%) Apache Spark
2 137 (10.13%) SAS
3 30 (2.22%) Apache Airflow
4 23 (1.70%) Apache
5 10 (0.74%) Jupyter
5 10 (0.74%) SharePoint
6 9 (0.67%) R Markdown
7 8 (0.59%) Confluence
8 7 (0.52%) ArcGIS
9 6 (0.44%) Apache Solr
9 6 (0.44%) Jetty
9 6 (0.44%) OpenStack
10 5 (0.37%) CMS
10 5 (0.37%) Drupal
10 5 (0.37%) IPython
11 4 (0.30%) GeoServer
11 4 (0.30%) MS Exchange
11 4 (0.30%) nginx
Applications
1 95 (7.02%) Microsoft Excel
2 86 (6.36%) Microsoft PowerPoint
3 26 (1.92%) SPSS
4 22 (1.63%) Stata
5 14 (1.03%) Microsoft Office
6 11 (0.81%) MS Visio
7 6 (0.44%) Sketch
7 6 (0.44%) Spreadsheet
7 6 (0.44%) Zeplin
8 5 (0.37%) Adobe Premiere
8 5 (0.37%) Photoshop
9 4 (0.30%) Marvel
9 4 (0.30%) Microsoft Project
10 2 (0.15%) EViews
11 1 (0.074%) Acrobat
Business Applications
1 19 (1.40%) Oracle Payables
2 8 (0.59%) Payment Gateway
2 8 (0.59%) Shopify
3 7 (0.52%) Dynamics CRM
4 4 (0.30%) Oracle ERP
5 3 (0.22%) SAP S/4HANA
6 2 (0.15%) Hyperion Planning
Cloud Services
1 348 (25.72%) AWS
2 241 (17.81%) GCP
3 195 (14.41%) Azure
4 151 (11.16%) Power Platform
5 81 (5.99%) Cloud Computing
6 79 (5.84%) Amazon S3
7 74 (5.47%) Google Analytics
8 43 (3.18%) SaaS
9 37 (2.73%) AWS Lambda
9 37 (2.73%) Google Data Studio
9 37 (2.73%) Serverless
10 35 (2.59%) Snowflake
11 33 (2.44%) Adobe Analytics
12 29 (2.14%) Azure Synapse Analytics
12 29 (2.14%) GitHub
12 29 (2.14%) Microsoft 365
13 27 (2.00%) Azure Data Factory
14 23 (1.70%) Collibra
15 21 (1.55%) Amazon SageMaker
16 18 (1.33%) AWS CloudFormation
Communications & Networking
1 17 (1.26%) Internet
2 12 (0.89%) Broadband
3 10 (0.74%) DNS
4 8 (0.59%) Firewall
5 7 (0.52%) HTTP
6 6 (0.44%) VPN
7 5 (0.37%) S/MIME
8 4 (0.30%) LAN
8 4 (0.30%) WAN
9 3 (0.22%) Remote Desktop
9 3 (0.22%) Reverse Proxy
9 3 (0.22%) SSH
9 3 (0.22%) WebEx
10 2 (0.15%) DHCP
10 2 (0.15%) TCP/IP
11 1 (0.074%) Ethernet
11 1 (0.074%) ICMP
11 1 (0.074%) tcpdump
11 1 (0.074%) Wi-Fi
11 1 (0.074%) Wireless
Database & Business Intelligence
1 198 (14.63%) Tableau
2 196 (14.49%) Big Data
3 151 (11.16%) Data Mining
4 143 (10.57%) Power BI
5 117 (8.65%) Data Warehouse
6 115 (8.50%) Hadoop
7 110 (8.13%) PostgreSQL
8 91 (6.73%) Looker
9 83 (6.13%) BigQuery
10 75 (5.54%) Amazon Redshift
11 67 (4.95%) Relational Database
12 60 (4.43%) NoSQL
13 59 (4.36%) Data Lake
14 50 (3.70%) Flink
15 44 (3.25%) SQL Server
16 41 (3.03%) DynamoDB
17 40 (2.96%) Metadata
18 39 (2.88%) Amazon Athena
19 35 (2.59%) MySQL
20 31 (2.29%) Amazon RDS
Development Applications
1 65 (4.80%) Git (software)
2 32 (2.37%) JIRA
3 13 (0.96%) GitLab
4 12 (0.89%) Jenkins
5 8 (0.59%) IntelliJ
5 8 (0.59%) JUnit
5 8 (0.59%) Maven
6 7 (0.52%) RStudio
7 6 (0.44%) CircleCI
8 5 (0.37%) Cypress.io
8 5 (0.37%) MLflow
9 4 (0.30%) Mocha
10 3 (0.22%) Atlassian Bamboo
10 3 (0.22%) Gradle
11 1 (0.074%) Bitbucket
11 1 (0.074%) Burp Suite
11 1 (0.074%) Cucumber
11 1 (0.074%) Selenium
11 1 (0.074%) WebDriver
General
1 511 (37.77%) Analytical Skills
2 466 (34.44%) Social Skills
3 380 (28.09%) Finance
4 365 (26.98%) Marketing
5 138 (10.20%) Advertising
6 93 (6.87%) Inclusion and Diversity
7 90 (6.65%) Presentation Skills
8 86 (6.36%) Retail
9 82 (6.06%) Banking
10 77 (5.69%) Games
11 68 (5.03%) Pharmaceutical
12 51 (3.77%) Legal
13 45 (3.33%) Organisational Skills
14 40 (2.96%) Social Science
15 37 (2.73%) Telecoms
16 35 (2.59%) Law
17 31 (2.29%) Front Office
18 25 (1.85%) Automotive
18 25 (1.85%) Public Sector
19 20 (1.48%) Retail Banking
Job Titles
1 336 (24.83%) Analyst
2 268 (19.81%) Data Scientist
3 190 (14.04%) Data Analyst
4 137 (10.13%) Senior Data Scientist
5 125 (9.24%) Senior Analyst
6 124 (9.16%) Data Engineer
7 74 (5.47%) Senior Data Analyst
8 73 (5.40%) Analytics Manager
9 63 (4.66%) Developer
10 56 (4.14%) Senior Data Engineer
11 52 (3.84%) Programmer
12 42 (3.10%) Software Engineer
13 41 (3.03%) Machine Learning Scientist
13 41 (3.03%) Product Analyst
14 32 (2.37%) Consultant
15 31 (2.29%) Data Manager
16 28 (2.07%) Senior Manager
17 25 (1.85%) Architect
17 25 (1.85%) Data Consultant
18 24 (1.77%) Statistical Programmer
Libraries, Frameworks & Software Standards
1 134 (9.90%) scikit-learn
2 109 (8.06%) TensorFlow
3 108 (7.98%) Pandas
4 82 (6.06%) NumPy
5 60 (4.43%) Keras
6 59 (4.36%) Kafka
6 59 (4.36%) PyTorch
7 47 (3.47%) React
8 46 (3.40%) Node.js
9 44 (3.25%) XML
10 43 (3.18%) Torch
11 40 (2.96%) Apache Beam
12 38 (2.81%) SciPy
13 37 (2.73%) PySpark
14 34 (2.51%) REST
15 28 (2.07%) JSON
15 28 (2.07%) Theano
16 27 (2.00%) Chainer
17 26 (1.92%) GraphQL
18 25 (1.85%) Velocity
Miscellaneous
1 299 (22.10%) Algorithms
2 106 (7.83%) Self-Motivation
3 63 (4.66%) User Experience
4 53 (3.92%) Management Information System
5 51 (3.77%) Data Structures
6 43 (3.18%) Social Media
7 36 (2.66%) Digital Media
8 32 (2.37%) Credit Risk
9 29 (2.14%) Cloud Native
10 27 (2.00%) Linux Command Line
10 27 (2.00%) Public Cloud
10 27 (2.00%) Virtual Team
11 25 (1.85%) Biotechnology
12 23 (1.70%) Low-Code
13 21 (1.55%) Blockchain
13 21 (1.55%) Video Conferencing
14 19 (1.40%) Sports Betting
15 18 (1.33%) Blog
15 18 (1.33%) Life Science
15 18 (1.33%) Music Streaming
Operating Systems
1 103 (7.61%) Linux
2 29 (2.14%) Windows
3 27 (2.00%) Unix
4 8 (0.59%) Apple iOS
5 7 (0.52%) Ubuntu
6 6 (0.44%) Windows 10
7 5 (0.37%) Mac OS X
8 3 (0.22%) Windows Server
9 2 (0.15%) Alpine Linux
9 2 (0.15%) Android
10 1 (0.074%) CentOS
10 1 (0.074%) Debian
10 1 (0.074%) Kali Linux
Processes & Methodologies
1 687 (50.78%) Analytics
2 678 (50.11%) Mathematics
3 648 (47.89%) Data Science
4 588 (43.46%) Machine Learning
5 502 (37.10%) Computer Science
6 349 (25.79%) Visualisation
7 327 (24.17%) Data Analysis
8 305 (22.54%) Agile
9 252 (18.63%) Decision-Making
10 236 (17.44%) Artificial Intelligence
11 233 (17.22%) Software Engineering
12 231 (17.07%) Economics
13 223 (16.48%) Data Visualisation
14 222 (16.41%) Business Intelligence
15 198 (14.63%) Data Engineering
16 195 (14.41%) Problem-Solving
17 194 (14.34%) ETL
18 190 (14.04%) Physics
19 187 (13.82%) Data Modelling
20 183 (13.53%) Data Analytics
Programming Languages
1 876 (64.75%) Python
2 786 (58.09%) SQL
3 363 (26.83%) R
4 141 (10.42%) Java
5 76 (5.62%) JavaScript
6 67 (4.95%) C++
7 55 (4.07%) Scala
8 43 (3.18%) MATLAB
9 40 (2.96%) TypeScript
10 35 (2.59%) C
11 28 (2.07%) Go
12 19 (1.40%) PowerShell
12 19 (1.40%) T-SQL
13 17 (1.26%) C#
13 17 (1.26%) Shell Script
14 14 (1.03%) Cython
15 9 (0.67%) Bash
16 8 (0.59%) Ruby
17 6 (0.44%) SAS Macro
18 5 (0.37%) VBA
Qualifications
1 676 (49.96%) Degree
2 205 (15.15%) PhD
3 153 (11.31%) Computer Science Degree
4 132 (9.76%) Master's Degree
5 117 (8.65%) Numerate Degree
6 19 (1.40%) AWS Certification
6 19 (1.40%) ITIL Certification
7 16 (1.18%) CISSP
8 12 (0.89%) MBA
9 11 (0.81%) CEH
10 10 (0.74%) GCIA
10 10 (0.74%) GCIH
10 10 (0.74%) GIAC
11 9 (0.67%) Postgraduate
12 6 (0.44%) Security Cleared
13 5 (0.37%) ACTC
13 5 (0.37%) BPSS Clearance
13 5 (0.37%) CCSP
13 5 (0.37%) Cisco Certification
13 5 (0.37%) SC Cleared
Quality Assurance & Compliance
1 73 (5.40%) Actionable Recommendations
2 67 (4.95%) CDISC
3 41 (3.03%) Data Quality
4 23 (1.70%) HL7
5 22 (1.63%) GDPR
6 15 (1.11%) ISO/IEC 27001
7 14 (1.03%) SOC 1
7 14 (1.03%) SOC 2
8 12 (0.89%) QA
9 10 (0.74%) Good Clinical Practice
10 4 (0.30%) IFRS
10 4 (0.30%) PMO
10 4 (0.30%) SLA
11 3 (0.22%) IFRS 9
11 3 (0.22%) NIST
12 2 (0.15%) Accessibility
12 2 (0.15%) SNOMED CT
13 1 (0.074%) CRD IV
13 1 (0.074%) MiFID
System Software
1 70 (5.17%) Docker
2 22 (1.63%) Active Directory
3 6 (0.44%) VMware Infrastructure
4 3 (0.22%) HDFS
4 3 (0.22%) Virtual Machines
4 3 (0.22%) VMware ESXi
5 2 (0.15%) etcd
6 1 (0.074%) BitLocker
6 1 (0.074%) Hyper-V
6 1 (0.074%) VMware Workstation
Systems Management
1 44 (3.25%) Kubernetes
2 24 (1.77%) Terraform
3 15 (1.11%) Ansible
4 14 (1.03%) Failover Clustering
5 13 (0.96%) Kubeflow
6 10 (0.74%) CSIRT
6 10 (0.74%) QRadar
7 6 (0.44%) Prometheus
8 5 (0.37%) CASB
8 5 (0.37%) Jamf Pro
9 3 (0.22%) Backup Exec
10 1 (0.074%) Grafana
10 1 (0.074%) Microsoft Intune
10 1 (0.074%) SCCM
Vendors
1 280 (20.69%) Google
2 86 (6.36%) Microsoft
3 76 (5.62%) Alteryx
4 43 (3.18%) Adobe
5 41 (3.03%) Apple
6 40 (2.96%) Oracle
7 27 (2.00%) Talend
8 25 (1.85%) Teradata
9 21 (1.55%) SAP
10 19 (1.40%) CA
10 19 (1.40%) Crimson Hexagon
11 16 (1.18%) Bloomberg
11 16 (1.18%) Splunk
12 13 (0.96%) Databricks
12 13 (0.96%) MicroStrategy
13 12 (0.89%) Cognizant
14 11 (0.81%) Zopa
15 10 (0.74%) Optimizely
15 10 (0.74%) Sun
15 10 (0.74%) TikTok