Period
to 19 January 2019

The following table provides summary statistics for contract job vacancies advertised in Glasgow with a requirement for Data Quality skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Quality over the 6 months to 19 January 2019 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Quality
Scotland > Glasgow
6 months to
19 Jan 2019
Same period 2018 Same period 2017
Rank 88 80 71
Rank change year-on-year -8 -9 +7
Contract jobs citing Data Quality 19 9 12
As % of all contract IT jobs advertised in Glasgow 1.22% 0.78% 1.12%
As % of the Quality Assurance & Compliance category 9.31% 5.20% 10.43%
Number of daily rates quoted 6 8 4
Glasgow median daily rate £569 £375 £270
Median daily rate % change year-on-year +51.67% +38.89% -10.00%
10th Percentile £350 £312 £164
90th Percentile £638 £470 £434
Scotland median daily rate £438 £400 £313
% change year-on-year +9.38% +28.00% -21.88%
Number of hourly rates quoted 1 0 2
Glasgow median hourly rate £23.13 - £38.00
Scotland median hourly rate £17.81 £12.50 £38.00
% change year-on-year +42.50% -67.11% -

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 contract job vacancies advertised in Glasgow with a requirement for quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
Glasgow
Contract vacancies with a requirement for quality assurance or compliance skills 204 173 115
As % of all contract IT jobs advertised in Glasgow 13.10% 14.91% 10.77%
Number of daily rates quoted 112 110 61
Glasgow median daily rate £388 £350 £360
Median daily rate % change year-on-year +10.86% -2.78% +5.88%
10th Percentile £257 £168 £113
90th Percentile £625 £464 £475
Scotland median daily rate £388 £380 £375
% change year-on-year +2.11% +1.33% +10.29%
Number of hourly rates quoted 6 6 4
Glasgow median hourly rate £13.75 £17.25 £38.00
Median hourly rate % change year-on-year -20.27% -54.62% +130.30%
10th Percentile £12.25 £11.88 £21.20
90th Percentile £34.22 £22.75 £46.40
Scotland median hourly rate £23.00 £24.00 £25.00
% change year-on-year -4.17% -4.00% -22.90%

Data Quality
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Quality in Glasgow

Data Quality
Contractor Daily Rate Trend in Glasgow

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Quality in Glasgow.

Contractor daily rate trend for Data Quality in Glasgow

Data Quality
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing Data Quality in Glasgow over the 6 months to 19 January 2019.

Contractor daily rate histogram for Data Quality in Glasgow

Data Quality
Contractor Hourly Rate Trend in Glasgow

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Quality in Glasgow.

Contractor hourly rate trend for Data Quality in Glasgow

For the 6 months to 19 January 2019, IT contractor 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 contract job ads across the Glasgow region with a requirement for Data Quality.

1 10 (52.63%) QA
2 9 (47.37%) SQL
3 8 (42.11%) Microsoft Excel
3 8 (42.11%) Degree
3 8 (42.11%) Finance
3 8 (42.11%) Agile Software Development
4 7 (36.84%) QlikView
4 7 (36.84%) Java
4 7 (36.84%) Business Intelligence
4 7 (36.84%) Problem-Solving
5 6 (31.58%) Microsoft
5 6 (31.58%) Linux
5 6 (31.58%) Microsoft PowerPoint
5 6 (31.58%) Data Analysis
5 6 (31.58%) Risk Management
5 6 (31.58%) Migration
5 6 (31.58%) Data Migration
5 6 (31.58%) Tableau
5 6 (31.58%) IaaS
5 6 (31.58%) Microservices
5 6 (31.58%) React
6 5 (26.32%) Spring Boot
6 5 (26.32%) Stakeholder Engagement
6 5 (26.32%) Workflow
6 5 (26.32%) Spring
6 5 (26.32%) Banking
6 5 (26.32%) Software Engineering
6 5 (26.32%) BusinessObjects
7 4 (21.05%) Service Management
7 4 (21.05%) Data Management

Data Quality
Co-occurring IT Skills in Glasgow 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 2 (10.53%) Alfresco
2 1 (5.26%) Apache Spark
Applications
1 8 (42.11%) Microsoft Excel
2 6 (31.58%) Microsoft PowerPoint
3 1 (5.26%) Microsoft Office
3 1 (5.26%) Microsoft Project
3 1 (5.26%) MS Visio
Cloud Services
1 6 (31.58%) IaaS
2 4 (21.05%) Amazon AWS
3 2 (10.53%) AWS CloudFormation
4 1 (5.26%) Cloud Computing
4 1 (5.26%) Microsoft Azure
4 1 (5.26%) PaaS
Communications & Networking
1 1 (5.26%) Firewall
1 1 (5.26%) HTTP
1 1 (5.26%) HTTPS
1 1 (5.26%) Kerberos
1 1 (5.26%) SSL
1 1 (5.26%) VPN
Database & Business Intelligence
1 7 (36.84%) QlikView
2 5 (26.32%) BusinessObjects
3 3 (15.79%) Data Warehouse
4 2 (10.53%) MariaDB
4 2 (10.53%) MongoDB
4 2 (10.53%) NoSQL
4 2 (10.53%) Oracle Database
4 2 (10.53%) Oracle Database 12c
5 1 (5.26%) Apache Hive
5 1 (5.26%) Hadoop
5 1 (5.26%) HBase
5 1 (5.26%) Pentaho
5 1 (5.26%) Qlik Sense
5 1 (5.26%) Sqoop
Development Applications
1 2 (10.53%) Oracle Forms
General
1 8 (42.11%) Finance
2 5 (26.32%) Banking
3 2 (10.53%) Investment Banking
4 1 (5.26%) Legal
Job Titles
1 9 (47.37%) Analyst
2 6 (31.58%) Architect
2 6 (31.58%) Data Analyst
2 6 (31.58%) Risk Analyst
3 5 (26.32%) Technical Architect
4 4 (21.05%) Senior Architect
4 4 (21.05%) Senior Technical Architect
4 4 (21.05%) Technology Risk Analyst
5 3 (15.79%) Report Analyst
5 3 (15.79%) Risk Data Analyst
6 2 (10.53%) Business Analyst
6 2 (10.53%) Senior DevOps
7 1 (5.26%) AWS DevOps
7 1 (5.26%) AWS DevOps Engineer
7 1 (5.26%) Azure DevOps
7 1 (5.26%) Azure DevOps Engineer
7 1 (5.26%) Azure Engineer
7 1 (5.26%) Lead DevOps
7 1 (5.26%) Liquidity Business Analyst
7 1 (5.26%) Senior Hadoop Engineer
Libraries, Frameworks & Software Standards
1 6 (31.58%) React
2 5 (26.32%) Spring
2 5 (26.32%) Spring Boot
3 4 (21.05%) AngularJS
3 4 (21.05%) RESTful
4 2 (10.53%) REST
4 2 (10.53%) SOAP
4 2 (10.53%) Web Services
5 1 (5.26%) LDAP
5 1 (5.26%) OAuth
5 1 (5.26%) SAML
Miscellaneous
1 2 (10.53%) Analytical Skills
1 2 (10.53%) User Experience
2 1 (5.26%) Credit Risk
2 1 (5.26%) Data Centre
Operating Systems
1 6 (31.58%) Linux
Processes & Methodologies
1 8 (42.11%) Agile Software Development
2 7 (36.84%) Business Intelligence
2 7 (36.84%) Problem-Solving
3 6 (31.58%) Data Analysis
3 6 (31.58%) Data Migration
3 6 (31.58%) Microservices
3 6 (31.58%) Migration
3 6 (31.58%) Risk Management
4 5 (26.32%) Software Engineering
4 5 (26.32%) Stakeholder Engagement
4 5 (26.32%) Workflow
5 4 (21.05%) Analytics
5 4 (21.05%) Data Management
5 4 (21.05%) Service Management
5 4 (21.05%) Technical Architecture
6 3 (15.79%) DevOps
6 3 (15.79%) Open Source
6 3 (15.79%) Software Delivery
6 3 (15.79%) User Stories
6 3 (15.79%) Wealth Management
Programming Languages
1 9 (47.37%) SQL
2 7 (36.84%) Java
3 2 (10.53%) PL/SQL
4 1 (5.26%) Clojure
4 1 (5.26%) VBA
Qualifications
1 8 (42.11%) Degree
2 1 (5.26%) Chartered Engineer
2 1 (5.26%) SC Cleared
2 1 (5.26%) Security Cleared
Quality Assurance & Compliance
1 10 (52.63%) QA
2 1 (5.26%) GDPR
2 1 (5.26%) ISO/IEC 27001
System Software
1 1 (5.26%) HDFS
Systems Management
1 3 (15.79%) Ansible
1 3 (15.79%) Terraform
2 2 (10.53%) Puppet
3 1 (5.26%) Ambari
3 1 (5.26%) Hadoop YARN
3 1 (5.26%) Oozie
3 1 (5.26%) Single Sign-On
Vendors
1 6 (31.58%) Microsoft
1 6 (31.58%) Tableau
2 2 (10.53%) Oracle
3 1 (5.26%) Cloudera
3 1 (5.26%) Cognos
3 1 (5.26%) Hortonworks