Period
to

The table below provides summary statistics for permanent job vacancies with an option to work from home (WFH) and a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 19 August 2022 with a comparison to the same period in the previous 2 years.

Data Analytics
UK > Work from Home
6 months to
19 Aug 2022
Same period 2021 Same period 2020
Rank 194 210 176
Rank change year-on-year +16 -34 +6
Permanent jobs citing Data Analytics 1,539 703 140
As % of all permanent jobs with a WFH option 2.07% 1.69% 1.59%
As % of the Processes & Methodologies category 2.13% 1.77% 1.72%
Number of salaries quoted 597 534 105
10th Percentile £41,500 £37,500 £40,000
25th Percentile £51,250 £46,250 £47,500
Median annual salary (50th Percentile) £70,000 £60,000 £60,000
Median % change year-on-year +16.67% - -14.29%
75th Percentile £90,000 £81,250 £76,250
90th Percentile £118,750 £96,050 £92,000
UK median annual salary £67,500 £60,000 £62,500
% change year-on-year +12.50% -4.00% -

Data Analytics 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 with a WFH option and a requirement for process or methodology skills.

All Process and Methodology Skills
Work from Home
Permanent vacancies with a requirement for process or methodology skills 72,178 39,656 8,149
As % of all permanent jobs with a WFH option 96.85% 95.56% 92.71%
Number of salaries quoted 42,953 29,747 7,050
10th Percentile £36,750 £35,000 £34,000
25th Percentile £46,250 £42,500 £42,500
Median annual salary (50th Percentile) £60,189 £55,000 £55,000
Median % change year-on-year +9.43% - -
75th Percentile £80,000 £75,000 £73,750
90th Percentile £95,000 £90,000 £85,000
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Data Analytics
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Data Analytics as a proportion of all IT jobs advertised.

Data Analytics trend for jobs with a WFH option

Data Analytics
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with a work from home option citing Data Analytics.

Data Analytics salary trend for jobs with a WFH option

Data Analytics
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Data Analytics over the 6 months to 19 August 2022.

Data Analytics salary histogram for jobs with a WFH option

For the 6 months to 19 August 2022, Data Analytics job roles required the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent jobs with a WFH option and a requirement for Data Analytics.

1 1,539 (100.00%) Analytics
2 749 (48.67%) Python
3 715 (46.46%) SQL
4 606 (39.38%) Finance
5 564 (36.65%) Social Skills
6 510 (33.14%) Agile
7 452 (29.37%) Data Science
8 433 (28.14%) AWS
9 424 (27.55%) Business Intelligence
10 421 (27.36%) Azure
11 392 (25.47%) Machine Learning
12 387 (25.15%) Problem-Solving
13 362 (23.52%) Visualisation
14 337 (21.90%) Analytical Skills
15 305 (19.82%) Artificial Intelligence
16 298 (19.36%) Data Warehouse
17 286 (18.58%) Degree
18 268 (17.41%) Software Engineering
19 262 (17.02%) Data Modelling
20 254 (16.50%) Power Platform
21 252 (16.37%) Power BI
21 252 (16.37%) DevOps
22 247 (16.05%) CI/CD
23 246 (15.98%) Data Pipeline
24 241 (15.66%) ETL
25 240 (15.59%) Tableau
26 230 (14.94%) Data Engineering
27 225 (14.62%) Java
28 208 (13.52%) Data Analysis
29 203 (13.19%) Microsoft

Data Analytics
Co-occurring IT Skills with a WFH Option 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 92 (5.98%) Apache Spark
2 79 (5.13%) Apache Airflow
3 52 (3.38%) Apache
4 47 (3.05%) SAS
5 21 (1.36%) Confluence
6 19 (1.23%) Gunicorn
7 17 (1.10%) Ethereum
8 16 (1.04%) Jupyter
9 7 (0.45%) Luigi
10 4 (0.26%) ArcGIS
10 4 (0.26%) IIS
10 4 (0.26%) Smallworld
11 2 (0.13%) Apache Pig
11 2 (0.13%) Appian
11 2 (0.13%) SharePoint
11 2 (0.13%) WordPress
12 1 (0.065%) CMS
12 1 (0.065%) Documentum
12 1 (0.065%) Exchange Server 2010
12 1 (0.065%) MS Exchange
Applications
1 122 (7.93%) Microsoft Excel
2 45 (2.92%) Microsoft PowerPoint
3 44 (2.86%) Microsoft Office
4 23 (1.49%) Sketch
5 14 (0.91%) Microsoft Project
6 11 (0.71%) Adobe XD
6 11 (0.71%) SPSS
7 9 (0.58%) Zeplin
8 8 (0.52%) MS Visio
9 6 (0.39%) SketchUp
10 4 (0.26%) Adobe Illustrator
10 4 (0.26%) Photoshop
11 3 (0.19%) Campfire
12 2 (0.13%) InVision
13 1 (0.065%) Adobe After Effects
13 1 (0.065%) Adobe Premiere
13 1 (0.065%) Chatbot
Business Applications
1 14 (0.91%) Dynamics CRM
2 13 (0.84%) Payment Gateway
2 13 (0.84%) Ripple
2 13 (0.84%) Ripple XRP
3 9 (0.58%) Oracle EBS
4 7 (0.45%) Oracle Assets
4 7 (0.45%) Oracle Procure-to-Pay
4 7 (0.45%) Oracle Subledger Accounting
5 4 (0.26%) SAP MDM
6 3 (0.19%) Avolution ABACUS
7 2 (0.13%) NetSuite
8 1 (0.065%) Salesforce.com CRM
Cloud Services
1 433 (28.14%) AWS
2 421 (27.36%) Azure
3 254 (16.50%) Power Platform
4 177 (11.50%) GCP
5 143 (9.29%) SaaS
6 97 (6.30%) Snowflake
7 91 (5.91%) Matillion
8 90 (5.85%) Serverless
9 86 (5.59%) Azure Cosmos DB
10 83 (5.39%) Amazon S3
11 78 (5.07%) Azure DevOps
12 75 (4.87%) Azure Data Factory
13 66 (4.29%) AWS Lambda
14 65 (4.22%) Cloud Computing
15 55 (3.57%) GitHub
16 54 (3.51%) AWS CloudFormation
17 51 (3.31%) Google Analytics
18 47 (3.05%) Azure Synapse Analytics
19 43 (2.79%) Amazon EC2
20 42 (2.73%) Google Data Studio
Communications & Networking
1 25 (1.62%) Internet
2 14 (0.91%) Network Security
3 13 (0.84%) SMS
4 12 (0.78%) Firewall
5 8 (0.52%) DNS
6 7 (0.45%) Broadband
6 7 (0.45%) VPN
7 5 (0.32%) NAS
7 5 (0.32%) SAN
8 4 (0.26%) HTTP
8 4 (0.26%) iSCSI
9 3 (0.19%) WebEx
9 3 (0.19%) Wi-Fi
10 2 (0.13%) DHCP
10 2 (0.13%) MQTT
10 2 (0.13%) TCP/IP
10 2 (0.13%) WAN
11 1 (0.065%) 5G
11 1 (0.065%) LAN
11 1 (0.065%) SD-WAN
Database & Business Intelligence
1 298 (19.36%) Data Warehouse
2 252 (16.37%) Power BI
3 240 (15.59%) Tableau
4 187 (12.15%) Data Lake
5 184 (11.96%) SQL Server
6 172 (11.18%) Big Data
7 100 (6.50%) Elasticsearch
8 94 (6.11%) PostgreSQL
9 92 (5.98%) MySQL
10 72 (4.68%) BigQuery
11 70 (4.55%) NoSQL
11 70 (4.55%) SQL Server Integration Services
11 70 (4.55%) Star Schema
12 62 (4.03%) Amazon Redshift
12 62 (4.03%) Relational Database
13 60 (3.90%) Amazon Athena
14 50 (3.25%) Hadoop
15 43 (2.79%) Looker
15 43 (2.79%) SQL Server Analysis Services
15 43 (2.79%) SQL Server Reporting Services
Development Applications
1 138 (8.97%) Git (software)
2 88 (5.72%) GitLab
3 67 (4.35%) Selenium
4 60 (3.90%) JIRA
5 45 (2.92%) Jenkins
6 41 (2.66%) Cypress.io
7 27 (1.75%) Postman
8 25 (1.62%) Bitbucket
8 25 (1.62%) SpecFlow
9 24 (1.56%) JUnit
10 23 (1.49%) webpack
11 17 (1.10%) ERwin
12 16 (1.04%) Cucumber
13 14 (0.91%) ER Studio
13 14 (0.91%) Mockito
13 14 (0.91%) REST Assured
14 13 (0.84%) IntelliJ
14 13 (0.84%) JMeter
14 13 (0.84%) Serenity BDD
15 12 (0.78%) TestCafe
General
1 606 (39.38%) Finance
2 564 (36.65%) Social Skills
3 337 (21.90%) Analytical Skills
4 202 (13.13%) Retail
5 183 (11.89%) Marketing
6 158 (10.27%) Public Sector
7 113 (7.34%) Banking
8 94 (6.11%) Inclusion and Diversity
9 92 (5.98%) Presentation Skills
10 86 (5.59%) Manufacturing
11 83 (5.39%) Local Government
12 70 (4.55%) Organisational Skills
13 65 (4.22%) Financial Institution
14 56 (3.64%) Games
15 53 (3.44%) Front Office
16 52 (3.38%) Influencing Skills
17 35 (2.27%) Law
18 34 (2.21%) Advertising
19 33 (2.14%) Legal
20 26 (1.69%) Publishing
Job Titles
1 256 (16.63%) Data Engineer
2 249 (16.18%) Analyst
3 206 (13.39%) Developer
4 145 (9.42%) Data Analyst
5 117 (7.60%) Software Engineer
6 89 (5.78%) Senior Analyst
7 82 (5.33%) Architect
8 76 (4.94%) Python Developer
9 72 (4.68%) AWS Engineer
10 66 (4.29%) Cloud Engineer
11 63 (4.09%) Senior Data Engineer
12 61 (3.96%) DevOps Engineer
13 60 (3.90%) Data Scientist
14 57 (3.70%) Python Engineer
15 55 (3.57%) Data Manager
16 54 (3.51%) Developer/Software Engineer
17 47 (3.05%) AWS Developer
18 44 (2.86%) AWS Software Engineer
18 44 (2.86%) Consultant
19 42 (2.73%) Analytics Manager
Libraries, Frameworks & Software Standards
1 153 (9.94%) React
2 87 (5.65%) HTML
3 85 (5.52%) CSS
4 78 (5.07%) .NET
5 76 (4.94%) Pandas
6 69 (4.48%) NumPy
7 63 (4.09%) REST
8 62 (4.03%) PySpark
9 57 (3.70%) Kafka
10 43 (2.79%) Node.js
11 41 (2.66%) scikit-learn
12 39 (2.53%) AngularJS
12 39 (2.53%) SciPy
12 39 (2.53%) TensorFlow
13 30 (1.95%) Flask
14 27 (1.75%) Django
14 27 (1.75%) Vue.js
15 23 (1.49%) Jest
16 22 (1.43%) GraphQL
16 22 (1.43%) gRPC
Miscellaneous
1 159 (10.33%) Data Structures
2 148 (9.62%) Algorithms
3 139 (9.03%) Self-Motivation
4 107 (6.95%) User Experience
5 92 (5.98%) Greenfield Project
6 85 (5.52%) Management Information System
7 65 (4.22%) Hedge funds
8 61 (3.96%) Mobile App
9 56 (3.64%) Cloud Native
10 55 (3.57%) Fixed Income
10 55 (3.57%) Foreign Exchange (FX)
11 53 (3.44%) IoT
12 50 (3.25%) Equities
13 39 (2.53%) Blockchain
14 38 (2.47%) Derivative
15 36 (2.34%) Reference Data
16 33 (2.14%) Enterprise Software
17 27 (1.75%) Virtual Team
18 25 (1.62%) Sports Betting
19 23 (1.49%) Educational Technology
Operating Systems
1 104 (6.76%) Linux
2 33 (2.14%) Windows
3 19 (1.23%) Unix
4 13 (0.84%) CentOS
5 12 (0.78%) Apple iOS
6 11 (0.71%) Android
7 10 (0.65%) Windows Server
8 4 (0.26%) Windows 10
8 4 (0.26%) Windows Server 2016
8 4 (0.26%) Windows Server 2019
9 1 (0.065%) zOS
Processes & Methodologies
1 1,539 (100.00%) Analytics
2 510 (33.14%) Agile
3 452 (29.37%) Data Science
4 424 (27.55%) Business Intelligence
5 392 (25.47%) Machine Learning
6 387 (25.15%) Problem-Solving
7 362 (23.52%) Visualisation
8 305 (19.82%) Artificial Intelligence
9 268 (17.41%) Software Engineering
10 262 (17.02%) Data Modelling
11 252 (16.37%) DevOps
12 247 (16.05%) CI/CD
13 246 (15.98%) Data Pipeline
14 241 (15.66%) ETL
15 230 (14.94%) Data Engineering
16 208 (13.52%) Data Analysis
17 201 (13.06%) Decision-Making
18 196 (12.74%) Data Visualisation
19 186 (12.09%) Coaching
20 169 (10.98%) Computer Science
Programming Languages
1 749 (48.67%) Python
2 715 (46.46%) SQL
3 225 (14.62%) Java
4 172 (11.18%) R
5 166 (10.79%) JavaScript
6 119 (7.73%) C#
7 83 (5.39%) Bash
8 67 (4.35%) TypeScript
9 48 (3.12%) Scala
9 48 (3.12%) T-SQL
10 34 (2.21%) C++
11 32 (2.08%) Go
11 32 (2.08%) PowerShell
12 27 (1.75%) Ruby
13 23 (1.49%) C
13 23 (1.49%) VBA
14 19 (1.23%) PL/SQL
15 17 (1.10%) Shell Script
16 14 (0.91%) PHP
16 14 (0.91%) VB
Qualifications
1 286 (18.58%) Degree
2 71 (4.61%) AWS Certification
3 45 (2.92%) Security Cleared
4 38 (2.47%) Master's Degree
5 37 (2.40%) SC Cleared
6 30 (1.95%) CISA
7 25 (1.62%) Computer Science Degree
7 25 (1.62%) PhD
8 24 (1.56%) Numerate Degree
9 23 (1.49%) ICAEW
9 23 (1.49%) ISACA
10 16 (1.04%) Microsoft Certification
11 15 (0.97%) AWS Certified Developer
11 15 (0.97%) AWS Certified Solutions Architect
12 13 (0.84%) CISM
13 12 (0.78%) AWS Certified DevOps Engineer
13 12 (0.78%) DV Cleared
14 11 (0.71%) CISSP
15 8 (0.52%) PMI Certification
16 6 (0.39%) ISEB
Quality Assurance & Compliance
1 150 (9.75%) Data Quality
2 101 (6.56%) QA
3 61 (3.96%) GDPR
4 60 (3.90%) GRC
5 31 (2.01%) ISO/IEC 27001
6 16 (1.04%) SLA
7 10 (0.65%) Sarbanes-Oxley
8 7 (0.45%) Accessibility
8 7 (0.45%) Cyber Essentials
9 6 (0.39%) WCAG
10 4 (0.26%) PCI DSS
11 2 (0.13%) COBIT
11 2 (0.13%) IFRS
11 2 (0.13%) IFRS 9
12 1 (0.065%) Actionable Recommendations
12 1 (0.065%) ISO 9000
12 1 (0.065%) ITGC
12 1 (0.065%) NIST
System Software
1 134 (8.71%) Docker
2 11 (0.71%) Active Directory
3 5 (0.32%) VMware Infrastructure
4 4 (0.26%) vSphere
5 2 (0.13%) Apache Flume
5 2 (0.13%) Firmware
6 1 (0.065%) Apache ZooKeeper
6 1 (0.065%) Hyper-V
6 1 (0.065%) Samba
6 1 (0.065%) Terminal Services
Systems Management
1 135 (8.77%) Kubernetes
2 122 (7.93%) Terraform
3 21 (1.36%) Ansible
4 7 (0.45%) Grafana
5 4 (0.26%) Single Sign-On
5 4 (0.26%) WSUS
6 3 (0.19%) Puppet
7 2 (0.13%) Opscode Chef
8 1 (0.065%) Control-M
8 1 (0.065%) Kubeflow
8 1 (0.065%) OMEGAMON
8 1 (0.065%) Oozie
8 1 (0.065%) Packer
8 1 (0.065%) Rundeck
Vendors
1 203 (13.19%) Microsoft
2 153 (9.94%) Google
3 106 (6.89%) Oracle
4 75 (4.87%) Databricks
5 64 (4.16%) Alteryx
6 52 (3.38%) Salesforce.com
7 43 (2.79%) Teradata
8 30 (1.95%) Bloomberg
9 26 (1.69%) Adobe
10 24 (1.56%) SAP
11 23 (1.49%) Talend
12 17 (1.10%) Salesforce Marketing Cloud
13 15 (0.97%) Zopa
14 14 (0.91%) Facebook
15 13 (0.84%) Apple
16 12 (0.78%) IBM
17 11 (0.71%) HubSpot
17 11 (0.71%) TrueLayer
18 10 (0.65%) LexisNexis
18 10 (0.65%) VMware