Job Vacancy Trend Salary Trend Salary Histogram Skill Sets
Period
to

The table below provides summary statistics for permanent job vacancies with an option to work from home (WFH) and a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 27 May 2022 with a comparison to the same period in the previous 2 years.

Analytics
UK > Work from Home
6 months to
27 May 2022		 Same period 2021 Same period 2020
Rank 36 47 45
Rank change year-on-year +11 -2 +3
Permanent jobs citing Analytics 6,463 1,950 556
As % of all permanent jobs with a WFH option 8.86% 6.10% 6.05%
As % of the Processes & Methodologies category 9.19% 6.46% 6.51%
Number of salaries quoted 2,890 1,479 421
10th Percentile £38,000 £32,500 £37,500
25th Percentile £47,500 £42,500 £46,250
Median annual salary (50th Percentile) £62,500 £60,000 £61,500
Median % change year-on-year +4.17% -2.44% -12.14%
75th Percentile £82,500 £80,000 £88,750
90th Percentile £107,500 £94,800 £115,000
UK median annual salary £65,000 £60,000 £62,500
% change year-on-year +8.33% -4.00% +8.70%

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 70,346 30,174 8,538
As % of all permanent jobs with a WFH option 96.43% 94.37% 92.98%
Number of salaries quoted 41,467 24,660 7,267
10th Percentile £36,250 £33,750 £35,000
25th Percentile £46,250 £42,000 £42,500
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -4.35%
75th Percentile £80,000 £73,750 £75,000
90th Percentile £95,000 £87,500 £87,500
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Analytics
Trend for Jobs with a WFH Option

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

Analytics trend for jobs with a WFH option

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 Analytics.

Analytics salary trend for jobs with a WFH option

Analytics
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Analytics over the 6 months to 27 May 2022.

Analytics salary histogram for jobs with a WFH option

For the 6 months to 27 May 2022, 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 Analytics.

1 2,573 (39.81%) SQL
2 2,284 (35.34%) Python
3 2,266 (35.06%) Agile
4 1,932 (29.89%) Social Skills
5 1,835 (28.39%) Finance
6 1,569 (24.28%) Business Intelligence
7 1,472 (22.78%) Data Analytics
8 1,447 (22.39%) AWS
9 1,381 (21.37%) Analytical Skills
10 1,379 (21.34%) Azure
11 1,351 (20.90%) Data Science
12 1,272 (19.68%) Marketing
13 1,131 (17.50%) Google
14 1,087 (16.82%) Problem-Solving
15 1,082 (16.74%) Visualisation
16 1,017 (15.74%) Machine Learning
17 991 (15.33%) Software Engineering
18 977 (15.12%) Data Warehouse
19 932 (14.42%) Power Platform
20 925 (14.31%) Degree
21 911 (14.10%) Microsoft
22 909 (14.06%) DevOps
23 895 (13.85%) Power BI
24 892 (13.80%) Data Modelling
25 863 (13.35%) User Experience
26 856 (13.24%) Data Analysis
27 819 (12.67%) Java
28 818 (12.66%) JavaScript
29 812 (12.56%) ETL
30 792 (12.25%) GCP

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
1 320 (4.95%) Apache Spark
2 214 (3.31%) Apache Airflow
3 203 (3.14%) Elasticsearch
4 188 (2.91%) CMS
5 187 (2.89%) SAS
6 183 (2.83%) Apache
7 161 (2.49%) Confluence
8 124 (1.92%) SharePoint
9 70 (1.08%) WordPress
10 42 (0.65%) Apache Solr
10 42 (0.65%) Luigi
11 27 (0.42%) Adobe Experience Manager
12 26 (0.40%) Jupyter
13 25 (0.39%) SharePoint 2013
14 22 (0.34%) Sitecore CMS
15 19 (0.29%) Drupal
15 19 (0.29%) Ethereum
15 19 (0.29%) IIS
15 19 (0.29%) Oracle Workflow
16 16 (0.25%) Kentico
Applications
1 433 (6.70%) Microsoft Excel
2 177 (2.74%) Microsoft Office
3 140 (2.17%) Sketch
4 119 (1.84%) Microsoft PowerPoint
5 76 (1.18%) Adobe Creative Suite
6 69 (1.07%) InVision
7 61 (0.94%) Spreadsheet
8 55 (0.85%) Campfire
9 53 (0.82%) Photoshop
10 48 (0.74%) SPSS
11 43 (0.67%) MS Visio
12 27 (0.42%) Adobe Illustrator
13 23 (0.36%) Adobe XD
14 22 (0.34%) Microsoft Project
15 18 (0.28%) Zeplin
16 10 (0.15%) InDesign
17 6 (0.093%) Adobe Premiere
18 5 (0.077%) SketchUp
18 5 (0.077%) UXPin
19 4 (0.062%) Chatbot
Business Applications
1 55 (0.85%) Dynamics CRM
2 53 (0.82%) Shopify
3 33 (0.51%) NetSuite
4 30 (0.46%) Payment Gateway
5 12 (0.19%) Ripple
5 12 (0.19%) Ripple XRP
6 10 (0.15%) Sentinel
7 9 (0.14%) SAP CO
7 9 (0.14%) SAP FI
7 9 (0.14%) SAP FI/CO
8 8 (0.12%) Avolution ABACUS
8 8 (0.12%) Oracle EBS
9 6 (0.093%) Oracle ERP
9 6 (0.093%) Salesforce.com CRM
9 6 (0.093%) Sparx Enterprise Architect
10 5 (0.077%) Magento
10 5 (0.077%) SAP S/4HANA
11 4 (0.062%) IBM Planning Analytics
11 4 (0.062%) SAP MDM
12 3 (0.046%) SAP CRM
Cloud Services
1 1,447 (22.39%) AWS
2 1,379 (21.34%) Azure
3 932 (14.42%) Power Platform
4 792 (12.25%) GCP
5 565 (8.74%) SaaS
6 534 (8.26%) Google Analytics
7 385 (5.96%) GitHub
8 333 (5.15%) Serverless
9 293 (4.53%) Amazon S3
10 229 (3.54%) Snowflake
11 221 (3.42%) AWS CloudFormation
12 202 (3.13%) Figma
13 195 (3.02%) Azure Data Factory
14 189 (2.92%) AWS Lambda
15 149 (2.31%) Cloud Computing
16 134 (2.07%) Slack
17 127 (1.97%) Azure Synapse Analytics
18 123 (1.90%) Amazon EC2
19 113 (1.75%) dbt
20 111 (1.72%) Microsoft 365
Communications & Networking
1 126 (1.95%) Broadband
2 92 (1.42%) Internet
3 85 (1.32%) Firewall
4 71 (1.10%) Network Security
5 45 (0.70%) DNS
6 38 (0.59%) Skype
7 37 (0.57%) SNA
8 36 (0.56%) HTTP
9 29 (0.45%) Wi-Fi
10 27 (0.42%) VPN
11 17 (0.26%) TCP/IP
12 15 (0.23%) SMS
13 13 (0.20%) DHCP
13 13 (0.20%) X.25
14 10 (0.15%) Reverse Proxy
14 10 (0.15%) RS-232
15 9 (0.14%) Multicast
15 9 (0.14%) Remote Desktop
15 9 (0.14%) WAN
15 9 (0.14%) ZigBee
Database & Business Intelligence
1 977 (15.12%) Data Warehouse
2 895 (13.85%) Power BI
3 701 (10.85%) Tableau
4 646 (10.00%) Big Data
5 533 (8.25%) SQL Server
6 497 (7.69%) Data Lake
7 469 (7.26%) PostgreSQL
8 444 (6.87%) NoSQL
9 358 (5.54%) MySQL
10 335 (5.18%) BigQuery
11 330 (5.11%) Relational Database
12 273 (4.22%) Amazon Redshift
13 231 (3.57%) SQL Server Integration Services
14 213 (3.30%) Hadoop
15 204 (3.16%) Looker
16 179 (2.77%) Metadata
17 163 (2.52%) MongoDB
18 153 (2.37%) Redis
19 152 (2.35%) SQL Server Reporting Services
20 142 (2.20%) Azure SQL Database
Development Applications
1 590 (9.13%) Git (software)
2 358 (5.54%) JIRA
3 316 (4.89%) Jenkins
4 204 (3.16%) GitLab
5 142 (2.20%) Cypress.io
6 87 (1.35%) Selenium
7 78 (1.21%) Visual Studio
8 66 (1.02%) webpack
9 61 (0.94%) Bitbucket
10 52 (0.80%) CircleCI
10 52 (0.80%) Postman
11 49 (0.76%) TeamCity
12 35 (0.54%) JUnit
13 31 (0.48%) IntelliJ
14 29 (0.45%) Cucumber
14 29 (0.45%) ERwin
15 27 (0.42%) SonarQube
15 27 (0.42%) SQL Server Management Studio (SSMS)
16 26 (0.40%) SpecFlow
17 25 (0.39%) Artifactory
General
1 1,932 (29.89%) Social Skills
2 1,835 (28.39%) Finance
3 1,381 (21.37%) Analytical Skills
4 1,272 (19.68%) Marketing
5 677 (10.48%) Retail
6 452 (6.99%) Banking
7 441 (6.82%) Inclusion and Diversity
8 271 (4.19%) Presentation Skills
9 269 (4.16%) Public Sector
10 264 (4.08%) Advertising
11 230 (3.56%) Organisational Skills
12 219 (3.39%) Games
13 196 (3.03%) Legal
14 168 (2.60%) Manufacturing
15 162 (2.51%) Financial Institution
16 161 (2.49%) Publishing
17 153 (2.37%) Law
18 146 (2.26%) Local Government
19 125 (1.93%) Influencing Skills
20 68 (1.05%) Pharmaceutical
Job Titles
1 1,086 (16.80%) Developer
2 933 (14.44%) Analyst
3 871 (13.48%) Data Engineer
4 454 (7.02%) Software Engineer
5 421 (6.51%) Data Analyst
6 316 (4.89%) Architect
7 288 (4.46%) Designer
8 226 (3.50%) Product Manager
9 222 (3.43%) Senior Analyst
10 215 (3.33%) Data Scientist
10 215 (3.33%) Senior Developer
11 212 (3.28%) Senior Data Engineer
12 188 (2.91%) Data Manager
13 169 (2.61%) Consultant
14 157 (2.43%) UX Designer
15 153 (2.37%) Senior Software Engineer
16 152 (2.35%) Analytics Manager
17 149 (2.31%) DevOps Engineer
18 148 (2.29%) Full Stack Developer
19 147 (2.27%) Data Architect
Libraries, Frameworks & Software Standards
1 619 (9.58%) HTML
2 567 (8.77%) CSS
3 545 (8.43%) React
4 408 (6.31%) .NET
5 276 (4.27%) Kafka
6 268 (4.15%) Node.js
7 232 (3.59%) REST
8 218 (3.37%) AngularJS
9 191 (2.96%) RESTful
10 161 (2.49%) PySpark
11 151 (2.34%) Pandas
12 150 (2.32%) HTML5
13 141 (2.18%) Sass
14 139 (2.15%) scikit-learn
15 138 (2.14%) Jest
16 137 (2.12%) JSON
17 136 (2.10%) Spring
18 126 (1.95%) Web Services
19 116 (1.79%) Redux
20 113 (1.75%) Django
Miscellaneous
1 863 (13.35%) User Experience
2 338 (5.23%) Algorithms
3 273 (4.22%) Self-Motivation
4 244 (3.78%) Data Structures
5 221 (3.42%) Greenfield Project
5 221 (3.42%) Management Information System
6 189 (2.92%) Cloud Native
7 178 (2.75%) Mobile App
8 177 (2.74%) Social Media
9 152 (2.35%) Blog
10 147 (2.27%) IoT
11 143 (2.21%) Virtual Team
12 131 (2.03%) NHS
13 130 (2.01%) Public Cloud
14 126 (1.95%) Foreign Exchange (FX)
15 120 (1.86%) Cyberattack
16 116 (1.79%) Derivative
17 110 (1.70%) Fixed Income
18 95 (1.47%) Enterprise Software
19 92 (1.42%) Cyber Defence
Operating Systems
1 438 (6.78%) Linux
2 293 (4.53%) Windows
3 122 (1.89%) Apple iOS
4 119 (1.84%) Unix
5 116 (1.79%) Android
6 39 (0.60%) CentOS
7 31 (0.48%) Windows Server
8 25 (0.39%) Ubuntu
9 18 (0.28%) Red Hat Enterprise Linux
10 15 (0.23%) Windows Phone
11 13 (0.20%) Mac OS
12 12 (0.19%) Windows 10
13 7 (0.11%) Windows Server 2016
13 7 (0.11%) Windows Server 2019
14 5 (0.077%) Alpine Linux
15 4 (0.062%) Debian
15 4 (0.062%) VMS
16 2 (0.031%) CoreOS
16 2 (0.031%) Windows Server 2012
17 1 (0.015%) Mac OS X
Processes & Methodologies
1 2,266 (35.06%) Agile
2 1,569 (24.28%) Business Intelligence
3 1,472 (22.78%) Data Analytics
4 1,351 (20.90%) Data Science
5 1,087 (16.82%) Problem-Solving
6 1,082 (16.74%) Visualisation
7 1,017 (15.74%) Machine Learning
8 991 (15.33%) Software Engineering
9 909 (14.06%) DevOps
10 892 (13.80%) Data Modelling
11 856 (13.24%) Data Analysis
12 812 (12.56%) ETL
13 782 (12.10%) Artificial Intelligence
14 752 (11.64%) CI/CD
15 715 (11.06%) Data Engineering
16 675 (10.44%) Data Visualisation
17 662 (10.24%) Decision-Making
18 649 (10.04%) Data Pipeline
19 589 (9.11%) Scrum
20 582 (9.01%) Mentoring
Programming Languages
1 2,573 (39.81%) SQL
2 2,284 (35.34%) Python
3 819 (12.67%) Java
4 818 (12.66%) JavaScript
5 596 (9.22%) R
6 496 (7.67%) C#
7 362 (5.60%) TypeScript
8 224 (3.47%) Scala
9 217 (3.36%) T-SQL
10 200 (3.09%) C++
11 177 (2.74%) C
12 174 (2.69%) Bash
13 173 (2.68%) PowerShell
14 142 (2.20%) Go
15 133 (2.06%) PHP
16 115 (1.78%) Ruby
17 102 (1.58%) Shell Script
18 74 (1.14%) Kotlin
19 63 (0.97%) MATLAB
20 56 (0.87%) VBA
Qualifications
1 925 (14.31%) Degree
2 181 (2.80%) Security Cleared
3 133 (2.06%) Numerate Degree
4 129 (2.00%) SC Cleared
5 128 (1.98%) Computer Science Degree
6 110 (1.70%) PhD
7 107 (1.66%) Master's Degree
8 96 (1.49%) AWS Certification
9 34 (0.53%) Microsoft Certification
10 28 (0.43%) PMI Certification
11 27 (0.42%) CISSP
12 21 (0.32%) CISA
13 20 (0.31%) CISM
14 18 (0.28%) CCA
15 16 (0.25%) DBS Check
15 16 (0.25%) ICAEW
15 16 (0.25%) ISACA
16 14 (0.22%) DV Cleared
17 13 (0.20%) CompTIA Security+
17 13 (0.20%) Postgraduate
Quality Assurance & Compliance
1 490 (7.58%) QA
2 399 (6.17%) Data Quality
3 208 (3.22%) GDPR
4 198 (3.06%) Accessibility
5 92 (1.42%) Actionable Recommendations
6 83 (1.28%) WCAG
7 73 (1.13%) GRC
8 59 (0.91%) ISO/IEC 27001
9 43 (0.67%) SLA
10 33 (0.51%) PMO
11 15 (0.23%) Cyber Essentials
12 13 (0.20%) HL7
13 12 (0.19%) GMP
13 12 (0.19%) NIST
13 12 (0.19%) SOC 2
14 11 (0.17%) Good Clinical Practice
14 11 (0.17%) GxP
15 10 (0.15%) HIPAA
16 9 (0.14%) Sarbanes-Oxley
17 8 (0.12%) PCI DSS
System Software
1 653 (10.10%) Docker
2 52 (0.80%) Active Directory
3 51 (0.79%) Apache ZooKeeper
4 32 (0.50%) VMware Infrastructure
5 27 (0.42%) Firmware
6 21 (0.32%) Virtual Machines
7 4 (0.062%) Apache Flume
7 4 (0.062%) Hyper-V
7 4 (0.062%) LXC
7 4 (0.062%) Virtual Desktop
7 4 (0.062%) vSphere
8 2 (0.031%) Ceph
8 2 (0.031%) HDFS
8 2 (0.031%) Lustre
8 2 (0.031%) XenApp
9 1 (0.015%) etcd
9 1 (0.015%) Oracle RAC
9 1 (0.015%) vCloud
9 1 (0.015%) VMware ESXi
Systems Management
1 538 (8.32%) Kubernetes
2 421 (6.51%) Terraform
3 180 (2.79%) Ansible
4 80 (1.24%) Grafana
5 55 (0.85%) Prometheus
6 48 (0.74%) Opscode Chef
7 47 (0.73%) Kibana
8 32 (0.50%) SCCM
9 30 (0.46%) Puppet
10 19 (0.29%) Rancher
11 13 (0.20%) Microsoft Intune
12 12 (0.19%) Consul
13 9 (0.14%) FreeIPA
14 7 (0.11%) Docker Swarm
15 6 (0.093%) Argo
15 6 (0.093%) Packer
16 5 (0.077%) Bugsnag
16 5 (0.077%) WSUS
17 4 (0.062%) Nagios
17 4 (0.062%) ZABBIX
Vendors
1 1,131 (17.50%) Google
2 911 (14.10%) Microsoft
3 257 (3.98%) Oracle
4 249 (3.85%) Adobe
5 240 (3.71%) Databricks
6 136 (2.10%) Salesforce.com
7 121 (1.87%) SAP
8 85 (1.32%) Alteryx
9 84 (1.30%) Apple
10 74 (1.14%) Cognos
11 73 (1.13%) LexisNexis
12 67 (1.04%) Facebook
13 64 (0.99%) Teradata
14 62 (0.96%) IBM
15 55 (0.85%) Informatica
16 54 (0.84%) Brandwatch
17 50 (0.77%) Atlassian
18 49 (0.76%) Cisco
19 44 (0.68%) BISAM
20 43 (0.67%) YouTube