Period
to

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 4 July 2022 with a comparison to the same period in the previous 2 years.

Data Quality
Central London > City of London
6 months to
4 Jul 2022
Same period 2021 Same period 2020
Rank 125 137 193
Rank change year-on-year +12 +56 +3
Permanent jobs citing Data Quality 206 113 59
As % of all permanent jobs advertised in the City of London 2.55% 2.07% 0.97%
As % of the Quality Assurance & Compliance category 13.79% 13.00% 8.64%
Number of salaries quoted 167 91 53
10th Percentile £47,500 £47,500 £38,800
25th Percentile £56,250 £52,500 £42,500
Median annual salary (50th Percentile) £75,000 £60,000 £60,000
Median % change year-on-year +25.00% - -4.00%
75th Percentile £93,750 £83,750 £91,250
90th Percentile £108,750 £97,500 £115,000
Central London median annual salary £75,000 £60,000 £60,000
% change year-on-year +25.00% - -4.00%

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 the City of London with a requirement for quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
City of London
Permanent vacancies with a requirement for quality assurance or compliance skills 1,494 869 683
As % of all permanent IT jobs advertised in the City of London 18.49% 15.89% 11.23%
Number of salaries quoted 1,147 733 597
10th Percentile £45,250 £43,000 £38,000
25th Percentile £55,000 £52,500 £47,000
Median annual salary (50th Percentile) £67,500 £67,500 £61,000
Median % change year-on-year - +10.66% -6.15%
75th Percentile £87,500 £83,750 £80,000
90th Percentile £103,500 £97,500 £100,000
Central London median annual salary £67,500 £65,000 £62,500
% change year-on-year +3.85% +4.00% -3.85%

Data Quality
Job Vacancy Trend in the City of London

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

Job vacancy trend for Data Quality in the City of London

Data Quality
Salary Trend in the City of London

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

Salary trend for Data Quality in the City of London

Data Quality
Salary Histogram in the City of London

Salary distribution for jobs citing Data Quality in the City of London over the 6 months to 4 July 2022.

Salary histogram for Data Quality in the City of London

Data Quality
Job Locations in the City of 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 City of London region over the 6 months to 4 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
Moorgate - 2 £97,500 -
Data Quality
Central London

For the 6 months to 4 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 City of London region with a requirement for Data Quality.

1 110 (53.40%) SQL
2 98 (47.57%) Data Management
3 92 (44.66%) Finance
4 88 (42.72%) Data Governance
5 84 (40.78%) Analytics
6 74 (35.92%) ETL
7 69 (33.50%) Data Warehouse
8 68 (33.01%) Data Modelling
9 61 (29.61%) Master Data Management
10 60 (29.13%) Data Integration
10 60 (29.13%) Azure
11 59 (28.64%) Business Intelligence
12 50 (24.27%) Informatica
12 50 (24.27%) Problem-Solving
13 46 (22.33%) Python
14 44 (21.36%) Microsoft
14 44 (21.36%) Social Skills
14 44 (21.36%) Big Data
15 43 (20.87%) Data Engineering
16 41 (19.90%) SQL Server
17 40 (19.42%) Agile
18 37 (17.96%) Migration
18 37 (17.96%) Metadata
19 34 (16.50%) Data Science
19 34 (16.50%) Advertising
19 34 (16.50%) Visualisation
20 33 (16.02%) Data Analysis
21 32 (15.53%) SAS
21 32 (15.53%) Collibra
21 32 (15.53%) Data Analytics

Data Quality
Co-occurring IT Skills in the City of 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 32 (15.53%) SAS
2 15 (7.28%) Apache Spark
3 5 (2.43%) Apache Airflow
3 5 (2.43%) Confluence
4 3 (1.46%) Appian
5 2 (0.97%) SharePoint
6 1 (0.49%) Apache
Applications
1 22 (10.68%) Microsoft Excel
2 17 (8.25%) Microsoft Office
3 8 (3.88%) Microsoft PowerPoint
4 6 (2.91%) MS Visio
5 5 (2.43%) Spreadsheet
6 3 (1.46%) Microsoft Project
7 1 (0.49%) SPSS
Business Applications
1 2 (0.97%) SAP MDM
2 1 (0.49%) SAP S/4HANA
Cloud Services
1 60 (29.13%) Azure
2 32 (15.53%) Collibra
3 23 (11.17%) AWS
3 23 (11.17%) Power Platform
4 20 (9.71%) Snowflake
5 15 (7.28%) Azure DevOps
6 12 (5.83%) Matillion
7 10 (4.85%) GCP
8 9 (4.37%) Azure Cosmos DB
9 8 (3.88%) Serverless
10 7 (3.40%) PaaS
11 6 (2.91%) AWS CloudFormation
11 6 (2.91%) AWS Lambda
11 6 (2.91%) Google Analytics
12 5 (2.43%) IaaS
13 4 (1.94%) Amazon EMR
13 4 (1.94%) Azure Data Factory
13 4 (1.94%) Datadog
13 4 (1.94%) GitHub
13 4 (1.94%) SaaS
Communications & Networking
1 2 (0.97%) AMQP
1 2 (0.97%) LoRaWAN
2 1 (0.49%) Internet
Database & Business Intelligence
1 69 (33.50%) Data Warehouse
2 44 (21.36%) Big Data
3 41 (19.90%) SQL Server
4 37 (17.96%) Metadata
5 23 (11.17%) Power BI
5 23 (11.17%) SQL Server Integration Services
6 22 (10.68%) Data Lake
7 19 (9.22%) SQL Server Reporting Services
8 17 (8.25%) SQL Server Analysis Services
9 12 (5.83%) NoSQL
10 11 (5.34%) Ataccama
10 11 (5.34%) Hadoop
10 11 (5.34%) Tableau
11 10 (4.85%) Elasticsearch
12 9 (4.37%) Relational Database
13 8 (3.88%) Apache Hive
13 8 (3.88%) Data Mining
13 8 (3.88%) Enterprise Data Warehouse
13 8 (3.88%) Star Schema
14 7 (3.40%) Oracle Database
Development Applications
1 8 (3.88%) GitLab
1 8 (3.88%) JIRA
1 8 (3.88%) Octopus Deploy
2 5 (2.43%) Jenkins
2 5 (2.43%) PowerDesigner
3 4 (1.94%) ER Studio
3 4 (1.94%) ERwin
4 1 (0.49%) Git (software)
4 1 (0.49%) Gradle
4 1 (0.49%) kappa
4 1 (0.49%) Subversion
4 1 (0.49%) Toad
4 1 (0.49%) TortoiseSVN
General
1 92 (44.66%) Finance
2 44 (21.36%) Social Skills
3 34 (16.50%) Advertising
4 27 (13.11%) Analytical Skills
5 23 (11.17%) Marketing
6 17 (8.25%) Retail
7 11 (5.34%) Legal
8 10 (4.85%) Banking
9 8 (3.88%) Inclusion and Diversity
10 7 (3.40%) Presentation Skills
11 6 (2.91%) Pharmaceutical
12 5 (2.43%) Influencing Skills
13 2 (0.97%) Law
14 1 (0.49%) Automotive
14 1 (0.49%) Front Office
14 1 (0.49%) Games
14 1 (0.49%) Organisational Skills
14 1 (0.49%) Public Sector
14 1 (0.49%) Publishing
14 1 (0.49%) Retail Banking
Job Titles
1 48 (23.30%) Analyst
2 37 (17.96%) Data Analyst
3 34 (16.50%) Data Engineer
4 18 (8.74%) Architect
4 18 (8.74%) Consultant
4 18 (8.74%) Data Manager
5 16 (7.77%) Development Manager
6 14 (6.80%) Data Architect
6 14 (6.80%) Data Consultant
7 12 (5.83%) Data Quality Analyst
7 12 (5.83%) Quality Analyst
8 8 (3.88%) Insight Analyst
9 7 (3.40%) Portfolio Analyst
9 7 (3.40%) Senior Support Engineer
9 7 (3.40%) SQL Analyst
9 7 (3.40%) Support Engineer
10 6 (2.91%) Azure Data Engineer
10 6 (2.91%) Azure Engineer
10 6 (2.91%) Data Governance Consultant
10 6 (2.91%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 17 (8.25%) .NET
2 8 (3.88%) Kafka
3 4 (1.94%) .NET Framework
3 4 (1.94%) REST
4 2 (0.97%) .NET Core
4 2 (0.97%) AngularJS
4 2 (0.97%) Entity Framework
4 2 (0.97%) Middleware
4 2 (0.97%) Spring
4 2 (0.97%) Spring Boot
5 1 (0.49%) Apache Beam
5 1 (0.49%) Apache NiFi
5 1 (0.49%) JMS
5 1 (0.49%) JSP
5 1 (0.49%) Oracle Fusion
5 1 (0.49%) Oracle GoldenGate
5 1 (0.49%) PySpark
5 1 (0.49%) Samza
5 1 (0.49%) Servlets
5 1 (0.49%) Spark Streaming
Miscellaneous
1 22 (10.68%) Data Structures
2 16 (7.77%) Enterprise Software
3 15 (7.28%) Management Information System
3 15 (7.28%) Reference Data
4 11 (5.34%) Virtual Team
5 9 (4.37%) Life Science
6 8 (3.88%) Self-Motivation
7 7 (3.40%) Credit Risk
8 6 (2.91%) Replication
9 5 (2.43%) Cyber Defence
9 5 (2.43%) NHS
10 3 (1.46%) Algorithms
11 2 (0.97%) Cloud Native
11 2 (0.97%) Data Centre
11 2 (0.97%) Equities
11 2 (0.97%) Greenfield Project
11 2 (0.97%) Private Cloud
11 2 (0.97%) User Experience
12 1 (0.49%) Derivative
12 1 (0.49%) Fixed Income
Operating Systems
1 14 (6.80%) Unix
2 10 (4.85%) Linux
Processes & Methodologies
1 98 (47.57%) Data Management
2 88 (42.72%) Data Governance
3 84 (40.78%) Analytics
4 74 (35.92%) ETL
5 68 (33.01%) Data Modelling
6 61 (29.61%) Master Data Management
7 60 (29.13%) Data Integration
8 59 (28.64%) Business Intelligence
9 50 (24.27%) Problem-Solving
10 43 (20.87%) Data Engineering
11 40 (19.42%) Agile
12 37 (17.96%) Migration
13 34 (16.50%) Data Science
13 34 (16.50%) Visualisation
14 33 (16.02%) Data Analysis
15 32 (15.53%) Data Analytics
16 29 (14.08%) Artificial Intelligence
16 29 (14.08%) Data Architecture
17 28 (13.59%) Data Migration
17 28 (13.59%) DevOps
Programming Languages
1 110 (53.40%) SQL
2 46 (22.33%) Python
3 18 (8.74%) T-SQL
4 12 (5.83%) Java
5 8 (3.88%) JavaScript
5 8 (3.88%) PowerShell
6 7 (3.40%) Perl
6 7 (3.40%) Shell Script
7 6 (2.91%) R
8 5 (2.43%) PL/SQL
9 4 (1.94%) C
10 3 (1.46%) C#
10 3 (1.46%) Data Analysis Expressions (DAX)
10 3 (1.46%) Scala
11 1 (0.49%) C++
Qualifications
1 16 (7.77%) Degree
2 5 (2.43%) DBS Check
3 2 (0.97%) CISM
3 2 (0.97%) CISSP
3 2 (0.97%) Master's Degree
3 2 (0.97%) TOGAF Certification
4 1 (0.49%) Computer Science Degree
4 1 (0.49%) Numerate Degree
Quality Assurance & Compliance
1 15 (7.28%) GDPR
2 13 (6.31%) QA
3 7 (3.40%) IFRS
3 7 (3.40%) IFRS 9
3 7 (3.40%) SLA
4 5 (2.43%) PMO
5 2 (0.97%) ISO/IEC 27001
6 1 (0.49%) MiFID
6 1 (0.49%) Solvency II
System Software
1 6 (2.91%) Docker
Systems Management
1 7 (3.40%) Terraform
2 6 (2.91%) Kubernetes
3 3 (1.46%) Ansible
4 1 (0.49%) Puppet
Vendors
1 50 (24.27%) Informatica
2 44 (21.36%) Microsoft
3 29 (14.08%) Oracle
4 18 (8.74%) Google
5 14 (6.80%) IBM
5 14 (6.80%) SAP
6 12 (5.83%) Alteryx
6 12 (5.83%) Databricks
7 9 (4.37%) Talend
8 4 (1.94%) Cloudera
8 4 (1.94%) Facebook
8 4 (1.94%) Hortonworks
8 4 (1.94%) Instagram
8 4 (1.94%) Salesforce.com
8 4 (1.94%) Trillium
8 4 (1.94%) Twitter
8 4 (1.94%) YouTube
9 3 (1.46%) Adobe
10 2 (0.97%) Cognos
10 2 (0.97%) Siemens