Period
to 21 October 2018

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 21 October 2018 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
21 Oct 2018
Same period 2017 Same period 2016
Rank 99 84 79
Rank change year-on-year -15 -5 -4
Contract jobs citing Data Quality 16 14 11
As % of all contract IT jobs advertised in Glasgow 0.96% 1.05% 0.91%
As % of the Quality Assurance & Compliance category 6.78% 8.14% 8.09%
Number of daily rates quoted 7 8 7
Glasgow median daily rate £550 £363 £400
Median daily rate % change year-on-year +51.72% -9.38% +14.29%
10th Percentile £415 £283 £240
90th Percentile £625 £463 £430
Scotland median daily rate £413 £400 £400
% change year-on-year +3.13% - +6.67%
Number of hourly rates quoted 0 0 1
Glasgow median hourly rate - - £38.00
Scotland median hourly rate £12.50 £12.50 £38.00
% change year-on-year - -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 236 172 136
As % of all contract IT jobs advertised in Glasgow 14.13% 12.90% 11.29%
Number of daily rates quoted 132 83 74
Glasgow median daily rate £369 £350 £361
Median daily rate % change year-on-year +5.36% -3.11% +7.04%
10th Percentile £191 £213 £113
90th Percentile £538 £495 £475
Scotland median daily rate £375 £375 £350
% change year-on-year - +7.14% +2.64%
Number of hourly rates quoted 5 12 4
Glasgow median hourly rate £13.50 £14.12 £26.00
Median hourly rate % change year-on-year -4.39% -45.69% +30.00%
10th Percentile £11.52 £13.08 £14.00
90th Percentile £15.16 £24.50 £46.40
Scotland median hourly rate £17.38 £17.13 £25.00
% change year-on-year +1.46% -31.50% -22.99%

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 21 October 2018.

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 21 October 2018, 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 (62.50%) QA
2 8 (50.00%) Microsoft
3 7 (43.75%) Finance
3 7 (43.75%) Business Intelligence
3 7 (43.75%) QlikView
4 6 (37.50%) Data Migration
4 6 (37.50%) Migration
4 6 (37.50%) Degree
4 6 (37.50%) Linux
4 6 (37.50%) Microsoft Excel
4 6 (37.50%) Tableau
4 6 (37.50%) IaaS
5 5 (31.25%) AngularJS
5 5 (31.25%) Microservices
5 5 (31.25%) React
5 5 (31.25%) Spring Boot
5 5 (31.25%) Problem-Solving
5 5 (31.25%) Java
5 5 (31.25%) SQL
5 5 (31.25%) Workflow
5 5 (31.25%) BusinessObjects
5 5 (31.25%) Data Analysis
5 5 (31.25%) Spring
5 5 (31.25%) Agile Software Development
5 5 (31.25%) RESTful
6 4 (25.00%) Microsoft PowerPoint
6 4 (25.00%) Risk Management
6 4 (25.00%) Analytics
6 4 (25.00%) Stakeholder Engagement
7 3 (18.75%) Data Analytics

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 (12.50%) Alfresco
2 1 (6.25%) Apache Spark
Applications
1 6 (37.50%) Microsoft Excel
2 4 (25.00%) Microsoft PowerPoint
3 1 (6.25%) Microsoft Office
Business Applications
1 3 (18.75%) Dynamics CRM
Cloud Services
1 6 (37.50%) IaaS
2 3 (18.75%) Amazon AWS
2 3 (18.75%) Dynamics 365
2 3 (18.75%) Salesforce Service Cloud
3 2 (12.50%) AWS CloudFormation
4 1 (6.25%) Cloud Computing
4 1 (6.25%) Microsoft Azure
4 1 (6.25%) PaaS
Communications & Networking
1 1 (6.25%) Firewall
1 1 (6.25%) HTTP
1 1 (6.25%) HTTPS
1 1 (6.25%) Kerberos
1 1 (6.25%) SSL
1 1 (6.25%) VPN
Database & Business Intelligence
1 7 (43.75%) QlikView
2 5 (31.25%) BusinessObjects
3 2 (12.50%) MariaDB
4 1 (6.25%) Apache Hive
4 1 (6.25%) Data Warehouse
4 1 (6.25%) Hadoop
4 1 (6.25%) HBase
4 1 (6.25%) Pentaho
4 1 (6.25%) Qlik Sense
4 1 (6.25%) Sqoop
General
1 7 (43.75%) Finance
2 1 (6.25%) Legal
Job Titles
1 8 (50.00%) Architect
2 5 (31.25%) Analyst
2 5 (31.25%) Technical Architect
3 4 (25.00%) Data Analyst
4 3 (18.75%) CRM Architect
4 3 (18.75%) Information Architect
4 3 (18.75%) Senior Architect
4 3 (18.75%) Senior Technical Architect
5 2 (12.50%) Dynamics CRM Architect
5 2 (12.50%) Junior
5 2 (12.50%) Junior Analyst
5 2 (12.50%) Junior Data Analyst
5 2 (12.50%) Report Analyst
5 2 (12.50%) Risk Analyst
5 2 (12.50%) Technology Risk Analyst
6 1 (6.25%) AWS DevOps
6 1 (6.25%) AWS DevOps Engineer
6 1 (6.25%) Azure DevOps Engineer
6 1 (6.25%) Senior DevOps
6 1 (6.25%) Senior Hadoop Engineer
Libraries, Frameworks & Software Standards
1 5 (31.25%) AngularJS
1 5 (31.25%) React
1 5 (31.25%) RESTful
1 5 (31.25%) Spring
1 5 (31.25%) Spring Boot
2 1 (6.25%) LDAP
2 1 (6.25%) OAuth
2 1 (6.25%) SAML
Miscellaneous
1 1 (6.25%) Data Centre
Operating Systems
1 6 (37.50%) Linux
Processes & Methodologies
1 7 (43.75%) Business Intelligence
2 6 (37.50%) Data Migration
2 6 (37.50%) Migration
3 5 (31.25%) Agile Software Development
3 5 (31.25%) Data Analysis
3 5 (31.25%) Microservices
3 5 (31.25%) Problem-Solving
3 5 (31.25%) Workflow
4 4 (25.00%) Analytics
4 4 (25.00%) Risk Management
4 4 (25.00%) Stakeholder Engagement
5 3 (18.75%) CRM
5 3 (18.75%) Cybersecurity
5 3 (18.75%) Data Analytics
5 3 (18.75%) Data Modelling
5 3 (18.75%) Decision-Making
5 3 (18.75%) DevOps
5 3 (18.75%) Information Security
5 3 (18.75%) Open Source
5 3 (18.75%) User Stories
Programming Languages
1 5 (31.25%) Java
1 5 (31.25%) SQL
Qualifications
1 6 (37.50%) Degree
Quality Assurance & Compliance
1 10 (62.50%) QA
2 1 (6.25%) GDPR
2 1 (6.25%) ISO/IEC 27001
System Software
1 1 (6.25%) HDFS
Systems Management
1 3 (18.75%) Ansible
1 3 (18.75%) Terraform
2 2 (12.50%) Puppet
3 1 (6.25%) Ambari
3 1 (6.25%) Hadoop YARN
3 1 (6.25%) Oozie
3 1 (6.25%) Single Sign-On
Vendors
1 8 (50.00%) Microsoft
2 6 (37.50%) Tableau
3 3 (18.75%) Oracle
3 3 (18.75%) Salesforce.com
4 1 (6.25%) Cloudera
4 1 (6.25%) Cognos
4 1 (6.25%) Hortonworks