Period
to 20 November 2017

The following table provides summary statistics for contract job vacancies advertised in Glasgow with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 20 November 2017 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 Modelling
Scotland > Glasgow
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 58 54 40
Rank change year-on-year -4 -14 +12
Contract jobs citing Data Modelling 35 31 64
As % of all contract IT jobs advertised in Glasgow 2.71% 2.79% 3.74%
As % of the Processes & Methodologies category 3.16% 3.38% 4.59%
Number of daily rates quoted 19 15 43
Glasgow median daily rate £400 £400 £350
Median daily rate % change year-on-year - +14.29% +7.69%
10th Percentile £284 £322 £278
90th Percentile £600 £505 £460
Scotland median daily rate £418 £400 £400
% change year-on-year +4.38% - -
Number of hourly rates quoted 2 2 0
Glasgow median hourly rate £24.00 £38.00 -
Median hourly rate % change year-on-year -36.84% - -
Scotland median hourly rate £24.00 £38.00 -
% change year-on-year -36.84% - -

Data Modelling is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
Glasgow
Contract vacancies with a requirement for process or methodology skills 1109 918 1395
As % of all contract IT jobs advertised in Glasgow 85.77% 82.63% 81.48%
Number of daily rates quoted 600 485 741
Glasgow median daily rate £375 £350 £350
Median daily rate % change year-on-year +7.14% - -2.10%
10th Percentile £257 £219 £226
90th Percentile £500 £450 £475
Scotland median daily rate £390 £356 £375
% change year-on-year +9.55% -5.07% -
Number of hourly rates quoted 31 15 25
Glasgow median hourly rate £24.00 £21.00 £33.71
Median hourly rate % change year-on-year +14.29% -37.70% +82.22%
10th Percentile £13.00 £10.50 £12.35
90th Percentile £33.75 £44.65 £55.00
Scotland median hourly rate £24.50 £21.00 £25.00
% change year-on-year +16.67% -16.00% +11.11%

Data Modelling
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Modelling in Glasgow

Data Modelling
Contractor Daily Rate Trend in Glasgow

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

Contractor daily rate trend for Data Modelling in Glasgow

Data Modelling
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing Data Modelling in Glasgow over the 6 months to 20 November 2017.

Contractor daily rate histogram for Data Modelling in Glasgow

Data Modelling
Contractor Hourly Rate Trend in Glasgow

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

Contractor hourly rate trend for Data Modelling in Glasgow

For the 6 months to 20 November 2017, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Glasgow region with a requirement for Data Modelling.

1 18 (51.43%) Analytics
2 16 (45.71%) SQL
2 16 (45.71%) Finance
3 13 (37.14%) Python
3 13 (37.14%) User Acceptance Testing
4 12 (34.29%) QA
4 12 (34.29%) Java
4 12 (34.29%) SDLC
5 11 (31.43%) Parquet
5 11 (31.43%) SANS
5 11 (31.43%) Performance Analysis
5 11 (31.43%) Anomaly Detection
5 11 (31.43%) Grok
5 11 (31.43%) Apache Spark
5 11 (31.43%) Perl
5 11 (31.43%) Unix
5 11 (31.43%) Linux
5 11 (31.43%) DNS
5 11 (31.43%) CISSP
5 11 (31.43%) Process Management
5 11 (31.43%) Firewall
5 11 (31.43%) Configuration Management
5 11 (31.43%) CEH
5 11 (31.43%) JIRA
5 11 (31.43%) Enterprise Architecture
5 11 (31.43%) Git (software)
5 11 (31.43%) Kafka
5 11 (31.43%) Regular Expression
5 11 (31.43%) Big Data
5 11 (31.43%) Statistical Modelling

Data Modelling
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 11 (31.43%) Apache Spark
2 1 (2.86%) Oracle SOA Suite
2 1 (2.86%) SAS
2 1 (2.86%) SharePoint
Applications
1 1 (2.86%) Microsoft Excel
Business Applications
1 2 (5.71%) Cognos Business Intelligence
Cloud Services
1 2 (5.71%) Microsoft Azure
Communications & Networking
1 11 (31.43%) DNS
1 11 (31.43%) Firewall
Database & Business Intelligence
1 11 (31.43%) Big Data
1 11 (31.43%) Parquet
2 8 (22.86%) Data Warehouse
3 7 (20.00%) SQL Server Analysis Services
4 5 (14.29%) SQL Server Integration Services
5 4 (11.43%) DataStage
5 4 (11.43%) Oracle Database
5 4 (11.43%) Oracle Reports
5 4 (11.43%) Snowflake Schema
5 4 (11.43%) Star Schema
6 3 (8.57%) IBM InfoSphere
6 3 (8.57%) Oracle Database 12c
6 3 (8.57%) RDBMS
6 3 (8.57%) Relational Database
6 3 (8.57%) SQL Server
6 3 (8.57%) SQL Server Reporting Services
7 2 (5.71%) BODI
7 2 (5.71%) BusinessObjects
7 2 (5.71%) GIS
7 2 (5.71%) Power BI
Development Applications
1 11 (31.43%) Git (software)
1 11 (31.43%) JIRA
2 5 (14.29%) Team Foundation Server
3 3 (8.57%) Talend Open Studio
General
1 16 (45.71%) Finance
2 3 (8.57%) Banking
3 2 (5.71%) Manufacturing
3 2 (5.71%) Retail Banking
3 2 (5.71%) Telecoms
4 1 (2.86%) Investment Banking
Job Titles
1 11 (31.43%) Security Engineer
1 11 (31.43%) Splunk Engineer
2 9 (25.71%) Developer
3 8 (22.86%) Analyst
3 8 (22.86%) Java Engineer
4 5 (14.29%) ETL Developer
5 4 (11.43%) Business Analyst
5 4 (11.43%) Data Analyst
6 3 (8.57%) Architect
6 3 (8.57%) Data Architect
6 3 (8.57%) Report Developer
7 2 (5.71%) Data Manager
7 2 (5.71%) Senior Analyst
7 2 (5.71%) Senior Data Analyst
7 2 (5.71%) SSAS Developer
7 2 (5.71%) SSIS Developer
8 1 (2.86%) Consultant
8 1 (2.86%) Digital Analyst
8 1 (2.86%) Digital Business Analyst
8 1 (2.86%) Netezza Architect
Libraries, Frameworks & Software Standards
1 11 (31.43%) Grok
1 11 (31.43%) Kafka
1 11 (31.43%) Regular Expression
2 2 (5.71%) WebGL
3 1 (2.86%) XML
Miscellaneous
1 7 (20.00%) Analytical Skills
2 3 (8.57%) Data Structures
3 2 (5.71%) FMCG
4 1 (2.86%) Computer Science
4 1 (2.86%) Credit Risk
4 1 (2.86%) Market Risk
4 1 (2.86%) User Experience
Operating Systems
1 11 (31.43%) Linux
1 11 (31.43%) Unix
Processes & Methodologies
1 18 (51.43%) Analytics
2 13 (37.14%) User Acceptance Testing
3 12 (34.29%) SDLC
4 11 (31.43%) Anomaly Detection
4 11 (31.43%) Capacity Planning
4 11 (31.43%) Configuration Management
4 11 (31.43%) Enterprise Architecture
4 11 (31.43%) Performance Analysis
4 11 (31.43%) Process Management
4 11 (31.43%) SIEM
4 11 (31.43%) Statistical Modelling
5 10 (28.57%) ETL
6 9 (25.71%) Agile Software Development
6 9 (25.71%) Business Intelligence
6 9 (25.71%) Cybersecurity
7 8 (22.86%) Content Management
7 8 (22.86%) DevOps
8 6 (17.14%) Stakeholder Management
9 4 (11.43%) Data Analysis
9 4 (11.43%) Data Management
Programming Languages
1 16 (45.71%) SQL
2 13 (37.14%) Python
3 12 (34.29%) Java
4 11 (31.43%) Bash Shell
4 11 (31.43%) Perl
5 2 (5.71%) T-SQL
6 1 (2.86%) C#
Qualifications
1 11 (31.43%) CEH
1 11 (31.43%) CISSP
1 11 (31.43%) SANS
2 1 (2.86%) Computer Science Degree
2 1 (2.86%) Degree
Quality Assurance & Compliance
1 12 (34.29%) QA
2 9 (25.71%) Data Quality
Systems Management
1 8 (22.86%) Ansible
1 8 (22.86%) Opscode Chef
1 8 (22.86%) Puppet
2 2 (5.71%) Computer Emergency Response Teams
Vendors
1 11 (31.43%) Splunk
2 6 (17.14%) Oracle
3 5 (14.29%) MicroStrategy
4 4 (11.43%) IBM
5 3 (8.57%) Cognos
5 3 (8.57%) Microsoft
5 3 (8.57%) Netezza
5 3 (8.57%) Tableau
5 3 (8.57%) Talend
6 2 (5.71%) Mapbox
7 1 (2.86%) Informatica
7 1 (2.86%) Teradata