Period
to 17 October 2019

The following table provides summary statistics for permanent job vacancies advertised in Berkshire 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 October 2019 with a comparison to the same period in the previous 2 years.

Data Quality
South East > Berkshire
6 months to
17 Oct 2019
Same period 2018 Same period 2017
Rank 156 177 206
Rank change year-on-year +21 +29 -7
Permanent jobs citing Data Quality 86 84 52
As % of all permanent IT jobs advertised in Berkshire 1.53% 1.32% 0.85%
As % of the Quality Assurance & Compliance category 10.72% 9.43% 7.13%
Number of salaries quoted 47 46 48
Berkshire median annual salary £75,000 £50,000 £52,000
Median salary % change year-on-year +50.00% -3.85% -5.45%
10th Percentile £45,000 £41,250 £29,000
90th Percentile £88,000 £73,125 £81,250
South East median annual salary £47,500 £50,000 £52,000
% change year-on-year -5.00% -3.85% +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 Berkshire with a requirement for quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
Berkshire
Permanent vacancies with a requirement for quality assurance or compliance skills 802 891 729
As % of all permanent IT jobs advertised in Berkshire 14.29% 14.02% 11.90%
Number of salaries quoted 572 669 551
Berkshire median annual salary £55,000 £50,000 £47,500
Median salary % change year-on-year +10.00% +5.26% -9.52%
10th Percentile £31,250 £31,250 £27,500
90th Percentile £84,875 £73,750 £77,500
South East median annual salary £50,000 £49,995 £45,000
% change year-on-year +0.01% +11.10% -

Data Quality
Job Vacancy Trend in Berkshire

Job postings citing Data Quality as a percentage of all IT jobs advertised in Berkshire.

Job vacancy trend for Data Quality in Berkshire

Data Quality
Salary Trend in Berkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Quality in Berkshire.

Salary trend for Data Quality in Berkshire

Data Quality
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Data Quality in Berkshire over the 6 months to 17 October 2019.

Salary histogram for Data Quality in Berkshire

Data Quality
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Quality within the Berkshire region over the 6 months to 17 October 2019. 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
Reading +2 42 £45,000 -7.69% 8
Slough +31 18 £75,000 +66.67%
Maidenhead +9 11 £55,000 -8.33% 2
Newbury +14 2 - -
Bracknell +1 1 - - 1
Data Quality
South East

For the 6 months to 17 October 2019, 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 Berkshire region with a requirement for Data Quality.

1 36 (41.86%) Data Modelling
2 33 (38.37%) SQL Server
2 33 (38.37%) Migration
3 32 (37.21%) Data Migration
4 30 (34.88%) Business Intelligence
5 29 (33.72%) Data Management
6 27 (31.40%) ETL
7 26 (30.23%) SQL
7 26 (30.23%) Data Warehouse
8 24 (27.91%) Microsoft
9 21 (24.42%) Degree
9 21 (24.42%) Data Governance
10 20 (23.26%) SAP
11 19 (22.09%) Data Integration
12 18 (20.93%) Informatica
13 17 (19.77%) Validation
13 17 (19.77%) Power BI
13 17 (19.77%) Power Platform
14 16 (18.60%) Mentoring
14 16 (18.60%) Data Architecture
14 16 (18.60%) SQL Server Integration Services
15 15 (17.44%) Project Planning
15 15 (17.44%) Data Validation
15 15 (17.44%) Data Conversion
15 15 (17.44%) Project Management
15 15 (17.44%) ERwin
15 15 (17.44%) People Management
15 15 (17.44%) Virtual Team Management
15 15 (17.44%) Virtual Team
15 15 (17.44%) PMO

Data Quality
Co-occurring IT Skills in Berkshire 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 6 (6.98%) Apache Spark
2 1 (1.16%) Elasticsearch
Applications
1 11 (12.79%) Microsoft Excel
2 4 (4.65%) Microsoft PowerPoint
Business Applications
1 1 (1.16%) NetSuite
Cloud Services
1 17 (19.77%) Power Platform
2 7 (8.14%) Amazon S3
2 7 (8.14%) AWS
2 7 (8.14%) Azure
3 6 (6.98%) Amazon EMR
3 6 (6.98%) Azure Active Directory
3 6 (6.98%) GCP
3 6 (6.98%) SaaS
4 2 (2.33%) Boomi
5 1 (1.16%) PowerApps
Database & Business Intelligence
1 33 (38.37%) SQL Server
2 26 (30.23%) Data Warehouse
3 17 (19.77%) Power BI
4 16 (18.60%) SQL Server Integration Services
5 14 (16.28%) Star Schema
6 10 (11.63%) Big Data
7 6 (6.98%) Amazon RDS
7 6 (6.98%) Amazon Redshift
8 4 (4.65%) Apache Hive
9 2 (2.33%) Relational Database
9 2 (2.33%) SQL Server Analysis Services
9 2 (2.33%) SQL Server Reporting Services
10 1 (1.16%) Amazon DynamoDB
10 1 (1.16%) Couchbase
10 1 (1.16%) Data Lake
10 1 (1.16%) Enterprise Data Warehouse
10 1 (1.16%) Hadoop
10 1 (1.16%) MongoDB
10 1 (1.16%) SQL Server 2008
10 1 (1.16%) SQL Server 2016
Development Applications
1 15 (17.44%) ERwin
2 6 (6.98%) Git (software)
2 6 (6.98%) Jenkins
2 6 (6.98%) Maven
3 2 (2.33%) SQL Server Management Studio (SSMS)
General
1 14 (16.28%) Telecoms
2 4 (4.65%) Retail
3 3 (3.49%) Manufacturing
4 2 (2.33%) Finance
4 2 (2.33%) Public Sector
5 1 (1.16%) Fire and Rescue
5 1 (1.16%) Legal
5 1 (1.16%) Publishing
Job Titles
1 28 (32.56%) Data Manager
2 16 (18.60%) Developer
3 14 (16.28%) Business Intelligence Developer
3 14 (16.28%) Delivery Manager
4 13 (15.12%) Analyst
5 10 (11.63%) Architect
6 9 (10.47%) Data Analyst
6 9 (10.47%) Data Architect
7 8 (9.30%) Enterprise Architect
7 8 (9.30%) Enterprise Data Architect
8 7 (8.14%) Data Governance Analyst
8 7 (8.14%) Data Governance Manager
8 7 (8.14%) Data Quality Analyst
8 7 (8.14%) Governance Manager
8 7 (8.14%) Quality Analyst
9 6 (6.98%) AWS Engineer
9 6 (6.98%) Data Engineer
9 6 (6.98%) Python Engineer
9 6 (6.98%) Subject Matter Expert
10 5 (5.81%) Senior Analyst
Libraries, Frameworks & Software Standards
1 6 (6.98%) Kafka
1 6 (6.98%) OAuth
1 6 (6.98%) SAML
1 6 (6.98%) Spark Streaming
2 2 (2.33%) .NET
3 1 (1.16%) MDX
3 1 (1.16%) Middleware
Miscellaneous
1 15 (17.44%) Virtual Team
2 6 (6.98%) Algorithms
2 6 (6.98%) CESG
2 6 (6.98%) Self-Motivation
3 4 (4.65%) Analytical Skills
4 3 (3.49%) Management Information System
Operating Systems
1 1 (1.16%) Linux
1 1 (1.16%) Unix
1 1 (1.16%) Windows
1 1 (1.16%) Windows Server
Processes & Methodologies
1 36 (41.86%) Data Modelling
2 33 (38.37%) Migration
3 32 (37.21%) Data Migration
4 30 (34.88%) Business Intelligence
5 29 (33.72%) Data Management
6 27 (31.40%) ETL
7 21 (24.42%) Data Governance
8 19 (22.09%) Data Integration
9 17 (19.77%) Validation
10 16 (18.60%) Data Architecture
10 16 (18.60%) Mentoring
11 15 (17.44%) Data Conversion
11 15 (17.44%) Data Validation
11 15 (17.44%) People Management
11 15 (17.44%) Project Management
11 15 (17.44%) Project Planning
11 15 (17.44%) Virtual Team Management
12 14 (16.28%) Data Cleansing
12 14 (16.28%) Metadata Management
12 14 (16.28%) Root Cause Analysis
Programming Languages
1 26 (30.23%) SQL
2 14 (16.28%) T-SQL
3 10 (11.63%) Python
4 2 (2.33%) C
4 2 (2.33%) R
4 2 (2.33%) Scala
4 2 (2.33%) VB.NET
4 2 (2.33%) VBA
5 1 (1.16%) Bash Shell
5 1 (1.16%) Data Analysis Expressions (DAX)
5 1 (1.16%) Java
5 1 (1.16%) PowerShell
5 1 (1.16%) Shell Script
Qualifications
1 21 (24.42%) Degree
2 8 (9.30%) Computer Science Degree
3 6 (6.98%) AWS Certification
3 6 (6.98%) MCITP
3 6 (6.98%) MCSE
3 6 (6.98%) Microsoft Certification
4 1 (1.16%) DV Cleared
4 1 (1.16%) Security Cleared
Quality Assurance & Compliance
1 15 (17.44%) PMO
2 6 (6.98%) NCSC
2 6 (6.98%) NIST
3 4 (4.65%) COBIT
System Software
1 6 (6.98%) Active Directory
1 6 (6.98%) Docker
2 5 (5.81%) Virtual Machines
3 1 (1.16%) Apache Flume
3 1 (1.16%) HDFS
3 1 (1.16%) VMware Infrastructure
3 1 (1.16%) vSphere
Systems Management
1 6 (6.98%) Kubernetes
2 1 (1.16%) Check_MK
2 1 (1.16%) Nagios
2 1 (1.16%) Puppet
2 1 (1.16%) Rsyslog
Vendors
1 24 (27.91%) Microsoft
2 20 (23.26%) SAP
3 18 (20.93%) Informatica
4 2 (2.33%) BT
4 2 (2.33%) Oracle
4 2 (2.33%) Salesforce.com
5 1 (1.16%) Anaplan
5 1 (1.16%) Atlassian
5 1 (1.16%) Civica
5 1 (1.16%) Cognos
5 1 (1.16%) Dell
5 1 (1.16%) Jitterbit
5 1 (1.16%) Tableau
5 1 (1.16%) Talend
5 1 (1.16%) VMware