Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh 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 21 November 2017 with a comparison to the same period in the previous 2 years.

Data Quality
Scotland > Edinburgh
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 125 121 96
Rank change year-on-year -4 -25 +39
Permanent jobs citing Data Quality 30 16 65
As % of all permanent IT jobs advertised in Edinburgh 1.11% 0.69% 2.14%
As % of the Quality Assurance & Compliance category 12.77% 6.40% 12.52%
Number of salaries quoted 12 5 71
Edinburgh median annual salary £50,000 £41,421 £47,500
Median salary % change year-on-year +20.71% -12.80% +26.67%
10th Percentile £32,875 £37,686 £38,000
90th Percentile £72,500 £63,560 £57,500
Scotland median annual salary £50,000 £41,421 £47,500
% change year-on-year +20.71% -12.80% +10.47%

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 Edinburgh with a requirement for quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
Edinburgh
Permanent vacancies with a requirement for quality assurance or compliance skills 235 250 519
As % of all permanent IT jobs advertised in Edinburgh 8.66% 10.80% 17.06%
Number of salaries quoted 139 169 307
Edinburgh median annual salary £40,000 £47,500 £45,000
Median salary % change year-on-year -15.79% +5.56% +13.92%
10th Percentile £24,750 £31,100 £29,900
90th Percentile £66,250 £67,500 £64,250
Scotland median annual salary £42,250 £42,183 £40,000
% change year-on-year +0.16% +5.46% +1.27%

Data Quality
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Data Quality in Edinburgh

Data Quality
Salary Trend in Edinburgh

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

Salary trend for Data Quality in Edinburgh

Data Quality
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Quality in Edinburgh over the 6 months to 21 November 2017.

Salary histogram for Data Quality in Edinburgh

For the 6 months to 21 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 Edinburgh region with a requirement for Data Quality.

1 20 (66.67%) ETL
2 18 (60.00%) Information Management
3 13 (43.33%) Migration
3 13 (43.33%) Data Management
4 12 (40.00%) Business Intelligence
4 12 (40.00%) Analytical Skills
5 11 (36.67%) Master Data Management
5 11 (36.67%) Informatica
5 11 (36.67%) PowerCenter
5 11 (36.67%) Data Warehouse
5 11 (36.67%) Quality Management
5 11 (36.67%) Degree
6 10 (33.33%) Data Migration
6 10 (33.33%) Data Integration
6 10 (33.33%) SAP
6 10 (33.33%) SAP HANA
6 10 (33.33%) SAP Data Services
6 10 (33.33%) High Availability
6 10 (33.33%) Technical Architecture
6 10 (33.33%) Hybrid Cloud
6 10 (33.33%) iPaaS
6 10 (33.33%) DevOps
7 8 (26.67%) BusinessObjects
7 8 (26.67%) Customer Engagement
7 8 (26.67%) Agile Software Development
8 6 (20.00%) Netezza
8 6 (20.00%) Oracle
8 6 (20.00%) Finance
8 6 (20.00%) Teradata
8 6 (20.00%) SAS

Data Quality
Co-occurring IT Skills in Edinburgh 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 (20.00%) SAS
2 3 (10.00%) Apache Spark
Applications
1 4 (13.33%) Microsoft Excel
Cloud Services
1 10 (33.33%) iPaaS
2 1 (3.33%) Amazon AWS
Database & Business Intelligence
1 11 (36.67%) Data Warehouse
1 11 (36.67%) PowerCenter
2 10 (33.33%) SAP Data Services
2 10 (33.33%) SAP HANA
3 8 (26.67%) BusinessObjects
4 3 (10.00%) Big Data
4 3 (10.00%) Hadoop
5 2 (6.67%) MS Access
5 2 (6.67%) Relational Database
6 1 (3.33%) Data Mining
6 1 (3.33%) MongoDB
6 1 (3.33%) PostgreSQL
General
1 6 (20.00%) Finance
2 3 (10.00%) Banking
3 1 (3.33%) Front Office
3 1 (3.33%) Marketing
3 1 (3.33%) Retail Banking
Job Titles
1 14 (46.67%) Developer
2 10 (33.33%) Architect
2 10 (33.33%) Integration Architect
2 10 (33.33%) SAP Architect
2 10 (33.33%) SAP Technical Architect
2 10 (33.33%) Technical Architect
3 8 (26.67%) Consultant
4 6 (20.00%) Data Consultant
4 6 (20.00%) ETL Consultant
4 6 (20.00%) ETL Developer
5 5 (16.67%) Analyst
5 5 (16.67%) Informatica Developer
6 3 (10.00%) Data Warehouse Consultant
6 3 (10.00%) Data Warehouse Developer
6 3 (10.00%) Senior Analyst
7 2 (6.67%) Commercial Analyst
7 2 (6.67%) Data Analyst
7 2 (6.67%) Database Developer
7 2 (6.67%) Informatica Consultant
7 2 (6.67%) Senior Commercial Analyst
Libraries, Frameworks & Software Standards
1 1 (3.33%) Visualforce
Miscellaneous
1 12 (40.00%) Analytical Skills
2 10 (33.33%) Hybrid Cloud
3 2 (6.67%) Data Structures
3 2 (6.67%) FMCG
4 1 (3.33%) Computer Science
Operating Systems
1 1 (3.33%) Linux
Processes & Methodologies
1 20 (66.67%) ETL
2 18 (60.00%) Information Management
3 13 (43.33%) Data Management
3 13 (43.33%) Migration
4 12 (40.00%) Business Intelligence
5 11 (36.67%) Master Data Management
5 11 (36.67%) Quality Management
6 10 (33.33%) Data Integration
6 10 (33.33%) Data Migration
6 10 (33.33%) DevOps
6 10 (33.33%) High Availability
6 10 (33.33%) Technical Architecture
7 8 (26.67%) Agile Software Development
7 8 (26.67%) Customer Engagement
8 3 (10.00%) Data Governance
9 2 (6.67%) Analytics
9 2 (6.67%) Change Control
9 2 (6.67%) Continuous Improvement
9 2 (6.67%) Data Reconciliation
9 2 (6.67%) Task Automation
Programming Languages
1 3 (10.00%) Scala
1 3 (10.00%) SQL
2 2 (6.67%) VBA
3 1 (3.33%) Apex Code
3 1 (3.33%) Python
Qualifications
1 11 (36.67%) Degree
Quality Assurance & Compliance
1 2 (6.67%) QA
Vendors
1 11 (36.67%) Informatica
2 10 (33.33%) SAP
3 6 (20.00%) MicroStrategy
3 6 (20.00%) Netezza
3 6 (20.00%) Oracle
3 6 (20.00%) Tableau
3 6 (20.00%) Teradata
4 1 (3.33%) Salesforce.com