Period
to

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

Data Quality
England > London
6 months to
2 Jul 2022
Same period 2021 Same period 2020
Rank 232 249 304
Rank change year-on-year +17 +55 +2
Permanent jobs citing Data Quality 1,340 580 322
As % of all permanent jobs advertised in London 1.75% 1.39% 0.98%
As % of the Quality Assurance & Compliance category 10.61% 10.03% 8.01%
Number of salaries quoted 610 438 240
10th Percentile £41,250 £41,250 £41,000
25th Percentile £51,500 £51,063 £51,250
Median annual salary (50th Percentile) £67,985 £60,000 £68,250
Median % change year-on-year +13.31% -12.09% +5.00%
75th Percentile £86,250 £82,500 £90,000
90th Percentile £100,000 £96,250 £110,000
England median annual salary £60,000 £57,500 £62,500
% change year-on-year +4.35% -8.00% +8.70%

Data Quality is in the Quality Assurance and Compliance 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 quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
London
Permanent vacancies with a requirement for quality assurance or compliance skills 12,625 5,784 4,020
As % of all permanent IT jobs advertised in London 16.50% 13.85% 12.19%
Number of salaries quoted 5,522 3,730 3,122
10th Percentile £37,501 £40,000 £39,000
25th Percentile £50,000 £50,000 £49,000
Median annual salary (50th Percentile) £65,000 £65,000 £65,000
Median % change year-on-year - - +6.56%
75th Percentile £85,000 £82,500 £80,000
90th Percentile £100,000 £95,000 £97,500
England median annual salary £55,000 £55,000 £55,000
% change year-on-year - - +10.00%

Data Quality
Job Vacancy Trend in London

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

Job vacancy trend for Data Quality in London

Data Quality
Salary Trend in London

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

Salary trend for Data Quality in London

Data Quality
Salary Histogram in London

Salary distribution for jobs citing Data Quality in London over the 6 months to 2 July 2022.

Salary histogram for Data Quality in London

Data Quality
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 Quality within the London region over the 6 months to 2 July 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 +3 207 £75,000 +25.00% 22
West London -36 32 £45,000 -11.76% 4
South London -24 23 £34,000 -26.49%
East London - 14 £90,000 - 5
Data Quality
England

For the 6 months to 2 July 2022, IT jobs citing Data Quality 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 Quality.

1 721 (53.81%) SQL
2 539 (40.22%) Analytics
3 519 (38.73%) Data Modelling
4 503 (37.54%) Data Management
5 491 (36.64%) Python
6 483 (36.04%) Business Intelligence
7 460 (34.33%) Finance
8 447 (33.36%) Data Governance
9 390 (29.10%) Social Skills
10 382 (28.51%) Data Warehouse
11 363 (27.09%) ETL
12 354 (26.42%) Agile
13 336 (25.07%) Data Science
14 335 (25.00%) AWS
15 326 (24.33%) Analytical Skills
16 320 (23.88%) Azure
17 295 (22.01%) Degree
18 288 (21.49%) Data Engineering
19 279 (20.82%) Visualisation
20 265 (19.78%) Data Analysis
21 263 (19.63%) GCP
22 260 (19.40%) Big Data
23 242 (18.06%) Problem-Solving
24 214 (15.97%) Power BI
24 214 (15.97%) Power Platform
25 210 (15.67%) Data Architecture
26 208 (15.52%) Data Integration
26 208 (15.52%) Machine Learning
27 207 (15.45%) Data Pipeline
28 191 (14.25%) Data Strategy

Data Quality
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
1 167 (12.46%) Apache Spark
2 97 (7.24%) Apache Airflow
3 86 (6.42%) SAS
4 40 (2.99%) SharePoint
5 39 (2.91%) Apache
6 37 (2.76%) OpenStack
7 20 (1.49%) Confluence
8 11 (0.82%) Jupyter
9 8 (0.60%) Luigi
10 4 (0.30%) CMS
11 3 (0.22%) Appian
12 2 (0.15%) MS Exchange
12 2 (0.15%) Tomcat
13 1 (0.075%) IIS
13 1 (0.075%) Oracle Workflow
Applications
1 140 (10.45%) Microsoft Excel
2 34 (2.54%) Microsoft Office
3 33 (2.46%) Microsoft PowerPoint
4 32 (2.39%) MS Visio
5 12 (0.90%) Spreadsheet
6 6 (0.45%) Microsoft Project
7 1 (0.075%) SPSS
Business Applications
1 19 (1.42%) Dynamics CRM
2 13 (0.97%) Dynamics NAV
3 8 (0.60%) Avolution ABACUS
4 6 (0.45%) NetSuite
5 5 (0.37%) Oracle ERP
5 5 (0.37%) SAP Oil and Gas
5 5 (0.37%) SAP S/4HANA
6 4 (0.30%) IBM Planning Analytics
6 4 (0.30%) SAP MDG
7 3 (0.22%) HiPortfolio
7 3 (0.22%) ReMetrica
7 3 (0.22%) SAP MDM
8 2 (0.15%) Adobe Campaign
8 2 (0.15%) Eloqua
8 2 (0.15%) Hyperion Planning
8 2 (0.15%) Markit EDM
8 2 (0.15%) Misys Opics
8 2 (0.15%) SAP ERP
8 2 (0.15%) Temenos T24
8 2 (0.15%) thinkFolio
Cloud Services
1 335 (25.00%) AWS
2 320 (23.88%) Azure
3 263 (19.63%) GCP
4 214 (15.97%) Power Platform
5 126 (9.40%) Snowflake
6 98 (7.31%) dbt
7 65 (4.85%) Azure Data Factory
8 64 (4.78%) Serverless
9 60 (4.48%) Collibra
10 59 (4.40%) AWS Lambda
10 59 (4.40%) Fivetran
11 58 (4.33%) Amazon S3
12 46 (3.43%) Amazon Kinesis
13 42 (3.13%) SaaS
14 34 (2.54%) Google Data Studio
15 32 (2.39%) Azure DevOps
16 30 (2.24%) Amazon EMR
17 26 (1.94%) Cloud Computing
18 25 (1.87%) Amazon ECS
19 19 (1.42%) Amazon EC2
Communications & Networking
1 5 (0.37%) Broadband
2 3 (0.22%) HTTP
2 3 (0.22%) Intranet
3 2 (0.15%) AMQP
3 2 (0.15%) Internet
3 2 (0.15%) Kerberos
3 2 (0.15%) LoRaWAN
3 2 (0.15%) WAN
3 2 (0.15%) Wireshark
4 1 (0.075%) DSL
4 1 (0.075%) LAN
4 1 (0.075%) SD-WAN
Database & Business Intelligence
1 382 (28.51%) Data Warehouse
2 260 (19.40%) Big Data
3 214 (15.97%) Power BI
4 183 (13.66%) Metadata
5 164 (12.24%) Tableau
6 143 (10.67%) SQL Server
7 124 (9.25%) Data Lake
8 111 (8.28%) NoSQL
9 98 (7.31%) BigQuery
10 93 (6.94%) SQL Server Integration Services
11 87 (6.49%) Amazon Redshift
12 83 (6.19%) SQL Server Reporting Services
13 82 (6.12%) Relational Database
14 79 (5.90%) PostgreSQL
15 73 (5.45%) Data Mining
15 73 (5.45%) Hadoop
16 66 (4.93%) Apache Hive
17 48 (3.58%) SQL Server Analysis Services
18 43 (3.21%) Looker
19 39 (2.91%) MySQL
Development Applications
1 68 (5.07%) JIRA
2 58 (4.33%) Git (software)
3 27 (2.01%) Jenkins
4 20 (1.49%) ERwin
5 10 (0.75%) Octopus Deploy
6 8 (0.60%) Cucumber
6 8 (0.60%) GitLab
7 7 (0.52%) Appium
7 7 (0.52%) PowerDesigner
7 7 (0.52%) Selenium
8 6 (0.45%) ER Studio
9 5 (0.37%) Deequ
9 5 (0.37%) Visual Studio
10 4 (0.30%) SonarQube
10 4 (0.30%) Sonatype Nexus
11 3 (0.22%) Artifactory
12 2 (0.15%) git-flow
12 2 (0.15%) kappa
12 2 (0.15%) Postman
12 2 (0.15%) TeamCity
General
1 460 (34.33%) Finance
2 390 (29.10%) Social Skills
3 326 (24.33%) Analytical Skills
4 176 (13.13%) Marketing
5 94 (7.01%) Advertising
6 86 (6.42%) Banking
7 81 (6.04%) Inclusion and Diversity
8 69 (5.15%) Retail
9 62 (4.63%) Influencing Skills
10 58 (4.33%) Legal
11 51 (3.81%) Games
12 36 (2.69%) Law
13 35 (2.61%) Presentation Skills
14 34 (2.54%) Organisational Skills
15 21 (1.57%) Financial Institution
15 21 (1.57%) Public Sector
16 16 (1.19%) Pharmaceutical
16 16 (1.19%) Telecoms
17 11 (0.82%) Aviation
18 9 (0.67%) Spanish Language
Job Titles
1 311 (23.21%) Analyst
2 290 (21.64%) Data Engineer
3 174 (12.99%) Architect
4 155 (11.57%) Data Analyst
5 127 (9.48%) Data Architect
6 84 (6.27%) Developer
6 84 (6.27%) Senior Data Engineer
7 81 (6.04%) Data Manager
8 68 (5.07%) Consultant
9 61 (4.55%) Senior Analyst
10 60 (4.48%) Data Consultant
11 46 (3.43%) Business Intelligence Analyst
12 43 (3.21%) Data Scientist
13 39 (2.91%) Senior Data Scientist
14 37 (2.76%) IT Architect
14 37 (2.76%) Principal Architect
15 36 (2.69%) Digital Architect
16 33 (2.46%) Business Intelligence Developer
17 32 (2.39%) Senior Architect
18 31 (2.31%) Business Analyst
Libraries, Frameworks & Software Standards
1 103 (7.69%) Kafka
2 71 (5.30%) PySpark
3 51 (3.81%) REST
4 33 (2.46%) HTML
5 32 (2.39%) Pandas
6 31 (2.31%) .NET
7 30 (2.24%) JSON
8 28 (2.09%) Node.js
9 27 (2.01%) TensorFlow
10 26 (1.94%) CSS
10 26 (1.94%) React
11 24 (1.79%) GraphQL
11 24 (1.79%) NumPy
12 23 (1.72%) Apache Beam
13 22 (1.64%) CSS3
14 20 (1.49%) Express
14 20 (1.49%) Knex.js
14 20 (1.49%) Redux
14 20 (1.49%) scikit-learn
15 19 (1.42%) Matplotlib
Miscellaneous
1 127 (9.48%) Management Information System
2 82 (6.12%) Data Structures
3 63 (4.70%) Algorithms
3 63 (4.70%) Reference Data
4 53 (3.96%) Self-Motivation
5 49 (3.66%) Virtual Team
6 44 (3.28%) Credit Risk
7 37 (2.76%) Enterprise Software
8 28 (2.09%) Legacy Systems
9 26 (1.94%) Educational Technology
10 25 (1.87%) Cloud Native
11 22 (1.64%) Taxonomies
12 20 (1.49%) Reinsurance
13 16 (1.19%) Cyber Defence
13 16 (1.19%) NHS
13 16 (1.19%) Replication
14 14 (1.04%) User Experience
15 13 (0.97%) Life Science
16 11 (0.82%) Fixed Income
16 11 (0.82%) Marketing Technology
Operating Systems
1 42 (3.13%) Linux
2 37 (2.76%) Unix
3 8 (0.60%) Windows
4 1 (0.075%) Android
4 1 (0.075%) Apple iOS
4 1 (0.075%) Windows 10
4 1 (0.075%) Windows Server
Processes & Methodologies
1 539 (40.22%) Analytics
2 519 (38.73%) Data Modelling
3 503 (37.54%) Data Management
4 483 (36.04%) Business Intelligence
5 447 (33.36%) Data Governance
6 363 (27.09%) ETL
7 354 (26.42%) Agile
8 336 (25.07%) Data Science
9 288 (21.49%) Data Engineering
10 279 (20.82%) Visualisation
11 265 (19.78%) Data Analysis
12 242 (18.06%) Problem-Solving
13 210 (15.67%) Data Architecture
14 208 (15.52%) Data Integration
14 208 (15.52%) Machine Learning
15 207 (15.45%) Data Pipeline
16 191 (14.25%) Data Strategy
17 173 (12.91%) Data Analytics
18 158 (11.79%) Master Data Management
19 148 (11.04%) CI/CD
Programming Languages
1 721 (53.81%) SQL
2 491 (36.64%) Python
3 105 (7.84%) Java
4 72 (5.37%) T-SQL
5 68 (5.07%) Scala
6 66 (4.93%) R
7 60 (4.48%) JavaScript
8 37 (2.76%) C#
9 24 (1.79%) C
10 20 (1.49%) PowerShell
10 20 (1.49%) Shell Script
11 19 (1.42%) Go
12 17 (1.27%) Bash
13 12 (0.90%) Data Analysis Expressions (DAX)
14 11 (0.82%) PL/SQL
14 11 (0.82%) TypeScript
15 7 (0.52%) C++
15 7 (0.52%) Perl
16 3 (0.22%) MATLAB
16 3 (0.22%) VBA
Qualifications
1 295 (22.01%) Degree
2 53 (3.96%) Computer Science Degree
3 33 (2.46%) TOGAF Certification
4 28 (2.09%) PhD
5 26 (1.94%) Master's Degree
6 22 (1.64%) AWS Certification
7 9 (0.67%) Security Cleared
8 8 (0.60%) MBA
9 6 (0.45%) DBS Check
9 6 (0.45%) PMI Certification
10 4 (0.30%) CISM
10 4 (0.30%) PMP
10 4 (0.30%) SC Cleared
11 2 (0.15%) CBAP
11 2 (0.15%) CISA
11 2 (0.15%) CISSP
11 2 (0.15%) CRISC
11 2 (0.15%) Microsoft Certification
12 1 (0.075%) DV Cleared
12 1 (0.075%) ISEB
Quality Assurance & Compliance
1 118 (8.81%) QA
2 83 (6.19%) GDPR
3 30 (2.24%) Accessibility
4 24 (1.79%) PMO
5 17 (1.27%) IFRS
5 17 (1.27%) IFRS 9
6 12 (0.90%) Sarbanes-Oxley
7 10 (0.75%) PCI DSS
8 9 (0.67%) MiFID
8 9 (0.67%) SLA
9 7 (0.52%) ISO/IEC 27001
10 6 (0.45%) Actionable Recommendations
10 6 (0.45%) Solvency II
11 4 (0.30%) ITGC
12 3 (0.22%) COBIT
13 2 (0.15%) COREP
13 2 (0.15%) Cyber Essentials
13 2 (0.15%) FINREP
13 2 (0.15%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
13 2 (0.15%) NIST
System Software
1 71 (5.30%) Docker
2 3 (0.22%) Active Directory
Systems Management
1 75 (5.60%) Terraform
2 69 (5.15%) Kubernetes
3 16 (1.19%) Ansible
4 7 (0.52%) Argo
4 7 (0.52%) CA Service Virtualization
5 6 (0.45%) Control-M
6 3 (0.22%) SCCM
7 2 (0.15%) Kubeflow
8 1 (0.075%) Active Directory Federation Services
8 1 (0.075%) Microsoft Intune
8 1 (0.075%) Puppet
8 1 (0.075%) Rundeck
8 1 (0.075%) Single Sign-On
Vendors
1 173 (12.91%) Microsoft
2 170 (12.69%) Google
3 136 (10.15%) Informatica
4 119 (8.88%) Oracle
5 79 (5.90%) Databricks
6 64 (4.78%) SAP
7 59 (4.40%) Talend
8 46 (3.43%) Salesforce.com
9 45 (3.36%) Alteryx
10 42 (3.13%) IBM
11 27 (2.01%) Splunk
12 24 (1.79%) Cloudera
13 20 (1.49%) Monzo
14 19 (1.42%) Samsung
14 19 (1.42%) Zopa
15 18 (1.34%) MuleSoft
16 17 (1.27%) CA Agile Central
17 15 (1.12%) CA
18 13 (0.97%) Ab Initio
18 13 (0.97%) Facebook