Period
to 17 January 2022

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 17 January 2022 with a comparison to the same period in the previous 2 years.

Data Quality
England > London
6 months to
17 Jan 2022
Same period 2021 Same period 2020
Rank 201 276 256
Rank change year-on-year +75 -20 +15
Permanent jobs citing Data Quality 914 248 690
As % of all permanent jobs advertised in London 1.83% 1.06% 1.35%
As % of the Quality Assurance & Compliance category 12.31% 8.88% 10.67%
Number of salaries quoted 674 174 535
10th Percentile £42,500 £46,250 £39,707
25th Percentile £51,563 £55,000 £48,750
Median annual salary (50th Percentile) £67,500 £62,500 £66,500
Median % change year-on-year +8.00% -6.02% +10.83%
75th Percentile £86,250 £72,500 £90,000
90th Percentile £100,000 £88,500 £119,500
England median annual salary £60,050 £56,000 £55,000
% change year-on-year +7.23% +1.82% -

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 7,425 2,794 6,468
As % of all permanent IT jobs advertised in London 14.86% 11.97% 12.62%
Number of salaries quoted 4,867 2,265 4,957
10th Percentile £40,000 £41,250 £35,750
25th Percentile £51,250 £50,000 £46,250
Median annual salary (50th Percentile) £65,000 £65,000 £61,000
Median % change year-on-year - +6.56% +1.67%
75th Percentile £85,000 £80,000 £78,750
90th Percentile £100,000 £95,000 £95,000
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

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 17 January 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 17 January 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
Job
Vacancies
Central London +68 195 £72,500 +11.54% 25
West London -36 39 £57,500 +19.17% 4
South London -7 16 £35,207 -51.44% 1
East London - 5 £75,000 - 13
North London - 3 £52,500 -
Data Quality
England

For the 6 months to 17 January 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.

1 527 (57.66%) SQL
2 364 (39.82%) Business Intelligence
3 361 (39.50%) Analytics
4 356 (38.95%) Data Management
5 320 (35.01%) Data Modelling
6 312 (34.14%) Finance
7 271 (29.65%) ETL
8 265 (28.99%) Data Warehouse
9 251 (27.46%) Data Governance
10 249 (27.24%) Python
11 232 (25.38%) Social Skills
12 212 (23.19%) Power Platform
13 211 (23.09%) Power BI
14 194 (21.23%) Data Analysis
15 181 (19.80%) Azure
16 171 (18.71%) Degree
17 160 (17.51%) Agile Software Development
18 159 (17.40%) Data Science
19 158 (17.29%) Data Strategy
20 154 (16.85%) Visualisation
21 153 (16.74%) Microsoft
22 151 (16.52%) Big Data
23 146 (15.97%) Analytical Skills
24 143 (15.65%) Data Integration
24 143 (15.65%) Data Architecture
24 143 (15.65%) Data Engineering
25 139 (15.21%) AWS
26 131 (14.33%) Data Pipeline
27 126 (13.79%) Problem-Solving
28 119 (13.02%) Migration

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 76 (8.32%) Apache Spark
2 44 (4.81%) SAS
3 31 (3.39%) Apache Airflow
4 17 (1.86%) SharePoint
5 15 (1.64%) Apache
6 11 (1.20%) Luigi
7 9 (0.98%) Elasticsearch
7 9 (0.98%) OpenStack
8 8 (0.88%) Confluence
9 7 (0.77%) Camunda
10 6 (0.66%) Jupyter
11 4 (0.44%) Appian
11 4 (0.44%) MS Exchange
12 1 (0.11%) ArcGIS
12 1 (0.11%) CMS
12 1 (0.11%) Drupal
12 1 (0.11%) Oracle Coherence
12 1 (0.11%) Oracle Workflow
12 1 (0.11%) WordPress
Applications
1 113 (12.36%) Microsoft Excel
2 19 (2.08%) Microsoft Office
3 14 (1.53%) Microsoft PowerPoint
4 13 (1.42%) Spreadsheet
5 8 (0.88%) MS Visio
6 6 (0.66%) S-PLUS
7 2 (0.22%) SPSS
7 2 (0.22%) Stata
8 1 (0.11%) Adobe Illustrator
8 1 (0.11%) Fireworks
8 1 (0.11%) Microsoft Project
8 1 (0.11%) Photoshop
Business Applications
1 19 (2.08%) Dynamics CRM
2 11 (1.20%) NetSuite
3 8 (0.88%) ReMetrica
3 8 (0.88%) SAP MDG
3 8 (0.88%) SAP S/4HANA
4 7 (0.77%) SAP R/3
5 6 (0.66%) Hyperion Planning
6 5 (0.55%) HiPortfolio
7 4 (0.44%) Oracle Applications
7 4 (0.44%) Oracle Clinical
7 4 (0.44%) Oracle ERP
8 3 (0.33%) Eloqua
8 3 (0.33%) IBM Planning Analytics
8 3 (0.33%) Markit EDM
8 3 (0.33%) thinkFolio
9 2 (0.22%) Cerner Millennium
9 2 (0.22%) Oracle Assets
9 2 (0.22%) Oracle Payables
9 2 (0.22%) SAP ERP
10 1 (0.11%) SAP Oil and Gas
Cloud Services
1 212 (23.19%) Power Platform
2 181 (19.80%) Azure
3 139 (15.21%) AWS
4 90 (9.85%) GCP
5 72 (7.88%) Snowflake
6 62 (6.78%) Azure Data Factory
7 37 (4.05%) SaaS
8 28 (3.06%) Amazon S3
9 20 (2.19%) Serverless
10 18 (1.97%) GitHub
11 16 (1.75%) Collibra
11 16 (1.75%) PaaS
12 15 (1.64%) Salesforce Sales Cloud
13 14 (1.53%) PowerApps
14 13 (1.42%) Amazon ECS
14 13 (1.42%) Google Analytics
15 11 (1.20%) Azure Synapse Analytics
15 11 (1.20%) Dynamics 365
15 11 (1.20%) Microsoft 365
16 10 (1.09%) AWS Lambda
Communications & Networking
1 6 (0.66%) DHCP
1 6 (0.66%) DNS
1 6 (0.66%) HTTPS
1 6 (0.66%) Intranet
1 6 (0.66%) IPv4
1 6 (0.66%) IPv6
1 6 (0.66%) SMTP
1 6 (0.66%) SNMP
1 6 (0.66%) SSH
1 6 (0.66%) TCP/IP
2 3 (0.33%) Internet
Database & Business Intelligence
1 265 (28.99%) Data Warehouse
2 211 (23.09%) Power BI
3 151 (16.52%) Big Data
4 119 (13.02%) SQL Server
5 113 (12.36%) Tableau
6 94 (10.28%) Relational Database
7 87 (9.52%) Data Lake
8 79 (8.64%) Metadata
8 79 (8.64%) SQL Server Integration Services
9 76 (8.32%) NoSQL
10 75 (8.21%) Hadoop
11 61 (6.67%) SQL Server Reporting Services
12 56 (6.13%) SQL Server Analysis Services
13 55 (6.02%) Azure SQL Database
14 50 (5.47%) MySQL
15 40 (4.38%) Amazon Redshift
16 35 (3.83%) PostgreSQL
17 29 (3.17%) Apache Hive
18 27 (2.95%) BigQuery
19 26 (2.84%) RDBMS
Development Applications
1 34 (3.72%) JIRA
2 17 (1.86%) Git (software)
3 15 (1.64%) Jenkins
4 13 (1.42%) ER Studio
4 13 (1.42%) ERwin
4 13 (1.42%) PowerDesigner
5 8 (0.88%) Oracle Forms
6 7 (0.77%) git-flow
6 7 (0.77%) PowerBuilder
6 7 (0.77%) Visual Studio
7 6 (0.66%) Subversion
8 4 (0.44%) Gradle
8 4 (0.44%) Oracle APEX
9 3 (0.33%) Atlassian Bamboo
9 3 (0.33%) Toad
9 3 (0.33%) TortoiseSVN
10 2 (0.22%) IBM UrbanCode
11 1 (0.11%) Bitbucket
11 1 (0.11%) CircleCI
11 1 (0.11%) PyCharm
General
1 312 (34.14%) Finance
2 232 (25.38%) Social Skills
3 146 (15.97%) Analytical Skills
4 100 (10.94%) Banking
5 80 (8.75%) Marketing
6 39 (4.27%) Advertising
7 32 (3.50%) Law
8 25 (2.74%) Legal
9 23 (2.52%) Inclusion and Diversity
10 19 (2.08%) Influencing Skills
10 19 (2.08%) Retail
11 18 (1.97%) Presentation Skills
12 17 (1.86%) Public Sector
13 14 (1.53%) Pharmaceutical
14 12 (1.31%) Publishing
14 12 (1.31%) Wholesale Banking
15 11 (1.20%) Organisational Skills
16 10 (1.09%) Front Office
17 9 (0.98%) Games
18 8 (0.88%) Manufacturing
Job Titles
1 205 (22.43%) Analyst
2 148 (16.19%) Data Engineer
3 145 (15.86%) Data Analyst
4 108 (11.82%) Architect
5 102 (11.16%) Consultant
6 80 (8.75%) Data Architect
7 67 (7.33%) Data Manager
8 60 (6.56%) Developer
9 54 (5.91%) Data Consultant
10 47 (5.14%) Business Intelligence Analyst
11 31 (3.39%) Administrator
12 26 (2.84%) Data Quality Analyst
13 24 (2.63%) Senior Analyst
13 24 (2.63%) SQL Analyst
14 23 (2.52%) Quality Analyst
15 22 (2.41%) SQL Developer
16 21 (2.30%) Senior Consultant
17 20 (2.19%) Business Analyst
17 20 (2.19%) Senior Data Engineer
17 20 (2.19%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 46 (5.03%) Kafka
2 30 (3.28%) Web Services
3 19 (2.08%) .NET
3 19 (2.08%) JSON
4 18 (1.97%) REST
5 16 (1.75%) Apache Beam
6 13 (1.42%) HTML
6 13 (1.42%) React
7 12 (1.31%) GraphQL
7 12 (1.31%) Node.js
8 10 (1.09%) XML
9 9 (0.98%) EDI
9 9 (0.98%) Pandas
10 8 (0.88%) CSS
11 7 (0.77%) Apache Camel
11 7 (0.77%) ASP.NET
12 6 (0.66%) AngularJS
12 6 (0.66%) PySpark
12 6 (0.66%) XSLT
13 5 (0.55%) jQuery
Miscellaneous
1 46 (5.03%) Management Information System
2 33 (3.61%) Reinsurance
3 31 (3.39%) Data Structures
4 29 (3.17%) User Experience
4 29 (3.17%) Virtual Team
5 24 (2.63%) Enterprise Software
6 23 (2.52%) Algorithms
7 18 (1.97%) Replication
8 17 (1.86%) Life Science
9 16 (1.75%) Taxonomies
10 15 (1.64%) Reference Data
11 11 (1.20%) Credit Risk
11 11 (1.20%) Social Media
12 10 (1.09%) NHS
13 7 (0.77%) Hedge funds
14 6 (0.66%) Analytical Mindset
14 6 (0.66%) Self-Motivation
15 5 (0.55%) Cyberthreat
15 5 (0.55%) Semantic Web
16 4 (0.44%) Data Centre
Operating Systems
1 13 (1.42%) Unix
2 5 (0.55%) Windows
3 4 (0.44%) Linux
Processes & Methodologies
1 364 (39.82%) Business Intelligence
2 361 (39.50%) Analytics
3 356 (38.95%) Data Management
4 320 (35.01%) Data Modelling
5 271 (29.65%) ETL
6 251 (27.46%) Data Governance
7 194 (21.23%) Data Analysis
8 160 (17.51%) Agile Software Development
9 159 (17.40%) Data Science
10 158 (17.29%) Data Strategy
11 154 (16.85%) Visualisation
12 143 (15.65%) Data Architecture
12 143 (15.65%) Data Engineering
12 143 (15.65%) Data Integration
13 131 (14.33%) Data Pipeline
14 126 (13.79%) Problem-Solving
15 119 (13.02%) Migration
16 117 (12.80%) Data Analytics
17 109 (11.93%) DevOps
18 101 (11.05%) Machine Learning
Programming Languages
1 527 (57.66%) SQL
2 249 (27.24%) Python
3 97 (10.61%) Java
4 70 (7.66%) C#
5 56 (6.13%) R
6 38 (4.16%) T-SQL
7 36 (3.94%) JavaScript
8 22 (2.41%) Scala
9 20 (2.19%) PowerShell
10 18 (1.97%) Bash
11 11 (1.20%) Data Analysis Expressions (DAX)
12 9 (0.98%) PL/SQL
12 9 (0.98%) TypeScript
12 9 (0.98%) VB.NET
13 6 (0.66%) SAS Macro
13 6 (0.66%) VBA
14 4 (0.44%) Apex Code
14 4 (0.44%) Perl
15 3 (0.33%) C
15 3 (0.33%) Ruby
Qualifications
1 171 (18.71%) Degree
2 26 (2.84%) Computer Science Degree
3 14 (1.53%) Security Cleared
4 13 (1.42%) SC Cleared
5 10 (1.09%) Microsoft Certification
6 9 (0.98%) BPSS Clearance
7 7 (0.77%) Master's Degree
8 4 (0.44%) Numerate Degree
8 4 (0.44%) Oracle Certification
8 4 (0.44%) PhD
9 3 (0.33%) MCSA
9 3 (0.33%) TOGAF Certification
10 2 (0.22%) CFA
10 2 (0.22%) DV Cleared
10 2 (0.22%) MBA
10 2 (0.22%) PMI Certification
10 2 (0.22%) PMP
11 1 (0.11%) AAT
11 1 (0.11%) DBS Check
Quality Assurance & Compliance
1 95 (10.39%) QA
2 25 (2.74%) GDPR
3 8 (0.88%) Solvency II
4 6 (0.66%) Actionable Recommendations
4 6 (0.66%) CDISC
4 6 (0.66%) Good Clinical Practice
5 3 (0.33%) Accessibility
6 2 (0.22%) DICOM
6 2 (0.22%) HL7
6 2 (0.22%) ISO/IEC 27001
6 2 (0.22%) LOINC
6 2 (0.22%) PMO
6 2 (0.22%) SLA
6 2 (0.22%) SNOMED CT
7 1 (0.11%) COBIT
7 1 (0.11%) Cyber Essentials
7 1 (0.11%) Cyber Essentials PLUS
7 1 (0.11%) GRC
7 1 (0.11%) ISO 9001
7 1 (0.11%) MiFID
System Software
1 25 (2.74%) Docker
2 11 (1.20%) Active Directory
3 3 (0.33%) Apache ZooKeeper
4 1 (0.11%) Apache Flume
Systems Management
1 32 (3.50%) Kubernetes
2 15 (1.64%) Terraform
3 8 (0.88%) Kubeflow
4 3 (0.33%) Ansible
4 3 (0.33%) Puppet
5 2 (0.22%) Istio
6 1 (0.11%) Consul
Vendors
1 153 (16.74%) Microsoft
2 108 (11.82%) Oracle
3 86 (9.41%) Informatica
4 84 (9.19%) Google
5 73 (7.99%) Salesforce.com
6 61 (6.67%) SAP
7 41 (4.49%) Talend
8 37 (4.05%) MuleSoft
9 35 (3.83%) Databricks
10 34 (3.72%) IBM
11 24 (2.63%) Alteryx
12 18 (1.97%) Splunk
13 15 (1.64%) Murex
14 13 (1.42%) DocuSign
15 12 (1.31%) Cloudera
15 12 (1.31%) Salesforce Marketing Cloud
16 11 (1.20%) Adobe
16 11 (1.20%) Apttus
16 11 (1.20%) Conga
17 9 (0.98%) Dell