Period
to 23 November 2017

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 23 November 2017 with a comparison to the same period in the previous 2 years.

Data Quality
South East > Berkshire
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 198 200 288
Rank change year-on-year +2 +88 +10
Permanent jobs citing Data Quality 56 96 51
As % of all permanent IT jobs advertised in Berkshire 0.88% 1.10% 0.46%
As % of the Quality Assurance & Compliance category 7.12% 8.16% 3.42%
Number of salaries quoted 53 79 42
Berkshire median annual salary £52,000 £55,000 £50,000
Median salary % change year-on-year -5.45% +10.00% -7.41%
10th Percentile £29,010 £29,250 £35,625
90th Percentile £81,250 £78,750 £67,500
South East median annual salary £52,000 £50,000 £49,500
% change year-on-year +4.00% +1.01% +3.13%

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 786 1177 1490
As % of all permanent IT jobs advertised in Berkshire 12.35% 13.55% 13.53%
Number of salaries quoted 609 891 1200
Berkshire median annual salary £45,000 £52,500 £50,000
Median salary % change year-on-year -14.29% +5.00% +11.11%
10th Percentile £27,500 £28,750 £27,450
90th Percentile £76,250 £75,000 £67,500
South East median annual salary £45,000 £45,000 £45,000

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 23 November 2017.

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 23 November 2017. 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 +32 18 £43,250 -13.50%
Bracknell +9 3 £39,000 -22.00%
Maidenhead +5 2 £50,000 -9.09%
Newbury - 2 £39,000 -
Wokingham - 2 £29,500 -
Data Quality
South East

For the 6 months to 23 November 2017, IT jobs citing Data Quality also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Berkshire region with a requirement for Data Quality.

1 38 (67.86%) Data Management
2 28 (50.00%) Analytics
3 23 (41.07%) SQL
4 22 (39.29%) Data Integration
5 21 (37.50%) Big Data
5 21 (37.50%) NoSQL
6 20 (35.71%) Information Management
7 18 (32.14%) Telecoms
8 17 (30.36%) Data Governance
9 16 (28.57%) Business Analytics
10 14 (25.00%) Master Data Management
10 14 (25.00%) Data Modelling
11 12 (21.43%) Analytical Skills
11 12 (21.43%) Data Structures
12 10 (17.86%) ETL
12 10 (17.86%) Data Warehouse
12 10 (17.86%) Business Intelligence
12 10 (17.86%) Oracle
13 9 (16.07%) SQL Server
13 9 (16.07%) Star Schema
13 9 (16.07%) Data Architecture
13 9 (16.07%) Degree
13 9 (16.07%) Logical Data Model
13 9 (16.07%) Relational Database
14 7 (12.50%) Management Information System
14 7 (12.50%) Migration
14 7 (12.50%) Microsoft
14 7 (12.50%) Marketing
14 7 (12.50%) Data Analysis
14 7 (12.50%) Tableau

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 5 (8.93%) Apache Pig
1 5 (8.93%) Apache Spark
2 1 (1.79%) SAS
Applications
1 5 (8.93%) Microsoft Office
2 3 (5.36%) Microsoft Excel
Business Applications
1 2 (3.57%) SAP PM
1 2 (3.57%) Unica
2 1 (1.79%) Sprinklr
2 1 (1.79%) WebTrends
Cloud Services
1 4 (7.14%) Amazon AWS
1 4 (7.14%) Amazon EMR
2 2 (3.57%) Microsoft Azure
3 1 (1.79%) Adobe Analytics
3 1 (1.79%) Cloud Computing
3 1 (1.79%) IaaS
3 1 (1.79%) Office 365
Communications & Networking
1 2 (3.57%) SMS
Database & Business Intelligence
1 21 (37.50%) Big Data
1 21 (37.50%) NoSQL
2 10 (17.86%) Data Warehouse
3 9 (16.07%) Relational Database
3 9 (16.07%) SQL Server
3 9 (16.07%) Star Schema
4 6 (10.71%) MySQL
4 6 (10.71%) SQL Server Integration Services
5 5 (8.93%) Apache Hive
5 5 (8.93%) Hadoop
5 5 (8.93%) HBase
5 5 (8.93%) SQL Server Analysis Services
6 4 (7.14%) DB2
6 4 (7.14%) Impala
6 4 (7.14%) Power BI
6 4 (7.14%) QlikView
6 4 (7.14%) Sqoop
7 2 (3.57%) Data Mining
7 2 (3.57%) GIS
8 1 (1.79%) PostgreSQL
Development Applications
1 2 (3.57%) Visual Studio
General
1 18 (32.14%) Telecoms
2 7 (12.50%) Marketing
3 4 (7.14%) Retail
4 2 (3.57%) Advertising
4 2 (3.57%) Finance
5 1 (1.79%) Banking
5 1 (1.79%) Law
5 1 (1.79%) Legal
Job Titles
1 13 (23.21%) Consultant
1 13 (23.21%) Data Consultant
2 11 (19.64%) Developer
3 9 (16.07%) Analyst
3 9 (16.07%) Business Intelligence Developer
3 9 (16.07%) Data Manager
4 8 (14.29%) Architect
4 8 (14.29%) Big Data Architect
4 8 (14.29%) Big Data Consultant
4 8 (14.29%) Big Data Manager
4 8 (14.29%) Data Analyst
4 8 (14.29%) Data Architect
5 5 (8.93%) Data Governance Consultant
5 5 (8.93%) Governance Consultant
5 5 (8.93%) Junior
5 5 (8.93%) Junior Business Intelligence Developer
5 5 (8.93%) Junior Developer
5 5 (8.93%) Master Data Consultant
5 5 (8.93%) Professional Services Consultant
6 4 (7.14%) MicroStrategy Developer
Libraries, Frameworks & Software Standards
1 4 (7.14%) XML
Miscellaneous
1 12 (21.43%) Analytical Skills
1 12 (21.43%) Data Structures
2 7 (12.50%) Management Information System
3 6 (10.71%) Computer Science
4 2 (3.57%) Driving Licence
5 1 (1.79%) Algorithms
5 1 (1.79%) Analytical Mindset
5 1 (1.79%) Microsoft Licensing
5 1 (1.79%) Mobile App
5 1 (1.79%) Private Cloud
5 1 (1.79%) Replication
5 1 (1.79%) Social Media
5 1 (1.79%) Virtual Team
Operating Systems
1 3 (5.36%) Windows
2 2 (3.57%) Unix
3 1 (1.79%) Windows 10
3 1 (1.79%) Windows Server
Processes & Methodologies
1 38 (67.86%) Data Management
2 28 (50.00%) Analytics
3 22 (39.29%) Data Integration
4 20 (35.71%) Information Management
5 17 (30.36%) Data Governance
6 16 (28.57%) Business Analytics
7 14 (25.00%) Data Modelling
7 14 (25.00%) Master Data Management
8 10 (17.86%) Business Intelligence
8 10 (17.86%) ETL
9 9 (16.07%) Data Architecture
9 9 (16.07%) Logical Data Model
10 7 (12.50%) Data Analysis
10 7 (12.50%) Migration
11 6 (10.71%) Data Migration
11 6 (10.71%) Stakeholder Management
12 5 (8.93%) Agile Software Development
12 5 (8.93%) Critical Success Factor
12 5 (8.93%) Metadata Management
12 5 (8.93%) Performance Tuning
Programming Languages
1 23 (41.07%) SQL
2 6 (10.71%) Python
3 4 (7.14%) JavaScript
4 2 (3.57%) C#
4 2 (3.57%) R
4 2 (3.57%) Shell Script
4 2 (3.57%) VBA
4 2 (3.57%) XAML
5 1 (1.79%) C
Qualifications
1 9 (16.07%) Degree
2 4 (7.14%) Computer Science Degree
3 2 (3.57%) HNC
4 1 (1.79%) CFA
4 1 (1.79%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 5 (8.93%) GDPR
2 4 (7.14%) QA
3 1 (1.79%) Actionable Recommendations
System Software
1 4 (7.14%) Apache Flume
1 4 (7.14%) HDFS
2 1 (1.79%) Active Directory
Systems Management
1 4 (7.14%) Nagios
1 4 (7.14%) Oozie
2 1 (1.79%) SCCM
2 1 (1.79%) SCOM
Vendors
1 10 (17.86%) Oracle
2 7 (12.50%) Microsoft
2 7 (12.50%) Tableau
3 5 (8.93%) MicroStrategy
4 4 (7.14%) Cloudera
4 4 (7.14%) IBM
4 4 (7.14%) JDA
5 3 (5.36%) hybris
5 3 (5.36%) SAP
6 2 (3.57%) Teradata
7 1 (1.79%) Adobe
7 1 (1.79%) BMC
7 1 (1.79%) Brightcove
7 1 (1.79%) Informatica
7 1 (1.79%) Sysomos