Period
to 14 August 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 14 August 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
14 Aug 2018
Same period 2017 Same period 2016
Rank 87 82 74
Rank change year-on-year -5 -8 -24
Contract jobs citing Data Quality 31 16 17
As % of all contract IT jobs advertised in Glasgow 1.75% 1.19% 1.32%
As % of the Quality Assurance & Compliance category 12.65% 9.47% 12.59%
Number of daily rates quoted 20 8 11
Glasgow median daily rate £465 £325 £325
Median daily rate % change year-on-year +43.08% - -10.34%
10th Percentile £348 £269 £238
90th Percentile £580 £463 £400
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 - - £13.50

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 245 169 135
As % of all contract IT jobs advertised in Glasgow 13.84% 12.57% 10.46%
Number of daily rates quoted 137 82 69
Glasgow median daily rate £375 £350 £325
Median daily rate % change year-on-year +7.14% +7.69% -7.14%
10th Percentile £199 £146 £105
90th Percentile £556 £500 £432
Scotland median daily rate £375 £370 £350
% change year-on-year +1.35% +5.71% -
Number of hourly rates quoted 8 10 3
Glasgow median hourly rate £13.50 £14.12 £14.00
Median hourly rate % change year-on-year -4.39% +0.86% -56.92%
Scotland median hourly rate £17.00 £17.00 £19.25
% change year-on-year - -11.69% -42.96%

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 14 August 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 14 August 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 18 (58.06%) Microsoft
2 15 (48.39%) Agile Software Development
3 14 (45.16%) Workflow
3 14 (45.16%) Dynamics 365
4 12 (38.71%) Business Intelligence
4 12 (38.71%) CRM
4 12 (38.71%) Dynamics CRM
5 11 (35.48%) SQL Server Reporting Services
5 11 (35.48%) Finance
5 11 (35.48%) Performance Management
6 10 (32.26%) QA
7 9 (29.03%) Data Analysis
7 9 (29.03%) Data Management
7 9 (29.03%) C#
7 9 (29.03%) JavaScript
7 9 (29.03%) Workflow Development
8 8 (25.81%) SQL
8 8 (25.81%) Migration
8 8 (25.81%) Data Migration
9 6 (19.35%) Java
9 6 (19.35%) Linux
9 6 (19.35%) IaaS
10 5 (16.13%) Analytics
10 5 (16.13%) AngularJS
10 5 (16.13%) Microservices
10 5 (16.13%) RESTful
10 5 (16.13%) Spring
10 5 (16.13%) React
10 5 (16.13%) Spring Boot
10 5 (16.13%) Service Design

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 3 (9.68%) Alfresco
2 1 (3.23%) Apache Spark
Applications
1 4 (12.90%) Microsoft Excel
2 2 (6.45%) Microsoft PowerPoint
3 1 (3.23%) Microsoft Office
Business Applications
1 12 (38.71%) Dynamics CRM
2 2 (6.45%) Dynamics AX
Cloud Services
1 14 (45.16%) Dynamics 365
2 6 (19.35%) IaaS
3 4 (12.90%) Amazon AWS
4 3 (9.68%) AWS CloudFormation
4 3 (9.68%) Microsoft Azure
4 3 (9.68%) Salesforce Service Cloud
5 2 (6.45%) Azure Data Factory
5 2 (6.45%) Cloud Computing
6 1 (3.23%) Azure Functions
6 1 (3.23%) PaaS
6 1 (3.23%) Serverless
Communications & Networking
1 1 (3.23%) Broadband
1 1 (3.23%) Firewall
1 1 (3.23%) HTTP
1 1 (3.23%) HTTPS
1 1 (3.23%) Kerberos
1 1 (3.23%) Skype
1 1 (3.23%) SSL
1 1 (3.23%) VPN
Database & Business Intelligence
1 11 (35.48%) SQL Server Reporting Services
2 4 (12.90%) Power BI
2 4 (12.90%) QlikView
3 3 (9.68%) BusinessObjects
3 3 (9.68%) Data Warehouse
3 3 (9.68%) MariaDB
4 2 (6.45%) Pentaho
5 1 (3.23%) Apache Hive
5 1 (3.23%) Azure SQL Database
5 1 (3.23%) Big Data
5 1 (3.23%) Data Lake
5 1 (3.23%) Hadoop
5 1 (3.23%) HBase
5 1 (3.23%) Microsoft Analysis Services
5 1 (3.23%) PowerCenter
5 1 (3.23%) Sqoop
Development Applications
1 1 (3.23%) JIRA
General
1 11 (35.48%) Finance
2 3 (9.68%) Electronics
2 3 (9.68%) Manufacturing
2 3 (9.68%) Marketing
2 3 (9.68%) Telecoms
3 1 (3.23%) Legal
Job Titles
1 13 (41.94%) Developer
2 8 (25.81%) Architect
3 7 (22.58%) Analyst
3 7 (22.58%) CRM Developer
3 7 (22.58%) Dynamics CRM Developer
3 7 (22.58%) Microsoft Developer
4 6 (19.35%) Data Analyst
5 5 (16.13%) Technical Architect
6 3 (9.68%) CRM Architect
6 3 (9.68%) Information Architect
6 3 (9.68%) Senior Architect
6 3 (9.68%) Senior Technical Architect
7 2 (6.45%) Dynamics CRM Architect
7 2 (6.45%) Junior
7 2 (6.45%) Junior Analyst
7 2 (6.45%) Junior Data Analyst
8 1 (3.23%) Business Intelligence Analyst
8 1 (3.23%) ETL Developer
8 1 (3.23%) Informatica Developer
8 1 (3.23%) Lead Developer
Libraries, Frameworks & Software Standards
1 5 (16.13%) AngularJS
1 5 (16.13%) React
1 5 (16.13%) RESTful
1 5 (16.13%) Spring
1 5 (16.13%) Spring Boot
2 1 (3.23%) ActiveMQ
2 1 (3.23%) LDAP
2 1 (3.23%) OAuth
2 1 (3.23%) SAML
Miscellaneous
1 1 (3.23%) Analytical Skills
1 1 (3.23%) Data Centre
Operating Systems
1 6 (19.35%) Linux
2 1 (3.23%) Unix
Processes & Methodologies
1 15 (48.39%) Agile Software Development
2 14 (45.16%) Workflow
3 12 (38.71%) Business Intelligence
3 12 (38.71%) CRM
4 11 (35.48%) Performance Management
5 9 (29.03%) Data Analysis
5 9 (29.03%) Data Management
5 9 (29.03%) Workflow Development
6 8 (25.81%) Data Migration
6 8 (25.81%) Migration
7 5 (16.13%) Analytics
7 5 (16.13%) Microservices
7 5 (16.13%) Service Design
8 4 (12.90%) Data Analytics
8 4 (12.90%) Decision-Making
8 4 (12.90%) DevOps
8 4 (12.90%) Open Source
9 3 (9.68%) Data Cleansing
9 3 (9.68%) Test Automation
9 3 (9.68%) User Stories
Programming Languages
1 9 (29.03%) C#
1 9 (29.03%) JavaScript
2 8 (25.81%) SQL
3 6 (19.35%) Java
4 2 (6.45%) PL/SQL
Qualifications
1 4 (12.90%) Degree
2 3 (9.68%) BPSS Clearance
3 2 (6.45%) Security Cleared
Quality Assurance & Compliance
1 10 (32.26%) QA
2 1 (3.23%) Disclosure Scotland
2 1 (3.23%) GDPR
2 1 (3.23%) ISO/IEC 27001
System Software
1 1 (3.23%) HDFS
Systems Management
1 4 (12.90%) Ansible
1 4 (12.90%) Terraform
2 3 (9.68%) Puppet
3 1 (3.23%) Ambari
3 1 (3.23%) Hadoop YARN
3 1 (3.23%) Oozie
3 1 (3.23%) Oracle Flashback
3 1 (3.23%) Single Sign-On
Vendors
1 18 (58.06%) Microsoft
2 4 (12.90%) Oracle
2 4 (12.90%) Tableau
3 3 (9.68%) Salesforce.com
3 3 (9.68%) SAP
4 1 (3.23%) Cloudera
4 1 (3.23%) Cognos
4 1 (3.23%) Hortonworks
4 1 (3.23%) Informatica