The following table provides summary statistics for contract job vacancies advertised in Scotland 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 3 months to 26 June 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
UK / Scotland
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 73 78 43
Rank change year-on-year +5 -35  
Contract jobs citing Data Modelling 45 75 110
As % of all contract IT jobs advertised in Scotland 2.06% 2.59% 3.65%
As % of the Processes & Methodologies category 2.50% 3.03% 4.49%
Number of daily rates quoted 27 42 55
Median daily rate £450 £428 £375
Median daily rate % change year-on-year +5.26% +14.00%  
90% offered a daily rate of more than £350 £333 £290
10% offered a daily rate of more than £550 £500 £512
UK excluding London median daily rate £425 £438 £420
% change year-on-year -2.85% +4.16%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £40.70 - £33.50

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Scotland with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Scotland
Contract job vacancies with a requirement for process and methodology skills 1800 2473 2451
As % of all contract IT job vacancies advertised in Scotland 82.42% 85.42% 81.29%
Number of daily rates quoted 1018 1405 1258
Median daily rate £400 £375 £360
Median daily rate % change year-on-year +6.66% +4.16%  
90% offered a daily rate of more than £290 £247 £262
10% offered a daily rate of more than £550 £500 £475
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 44 56 66
Median hourly rate £33.50 £37.50 £30.50
Median hourly rate % change year-on-year -10.66% +22.95%  
90% offered a hourly rate of more than £13.75 £13.72 £13.18
10% offered a hourly rate of more than £50.00 £43.00 £40.00
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

Data Modelling
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Scotland

Data Modelling
Contractor Daily Rate Trend in Scotland

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

Contractor daily rate trend for Data Modelling in Scotland

Data Modelling
Contractor Daily Rate Histogram in Scotland

The daily rate distribution of IT jobs citing Data Modelling in Scotland over the 3 months to 26 June 2017.

Contractor daily rate histogram for Data Modelling in Scotland

Data Modelling
Contractor Hourly Rate Trend in Scotland

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

Contractor hourly rate trend for Data Modelling in Scotland

Data Modelling
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the Scotland region over the 3 months to 26 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -8 29 £475 +2.70% 7
Glasgow +1 12 £406 +8.33% 1
Stirling - 2 £475 - 1
West Lothian - 1 £330 -
Data Modelling
UK

For the 6 months to 26 June 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 Scotland region with a requirement for Data Modelling.

1 41 (52.56%) SQL
2 31 (39.74%) Finance
3 23 (29.49%) ETL
4 22 (28.21%) Data Warehouse
5 21 (26.92%) Data Management
6 16 (20.51%) Data Analysis
6 16 (20.51%) SQL Server
6 16 (20.51%) Analytics
7 15 (19.23%) Hadoop
7 15 (19.23%) Business Intelligence
8 13 (16.67%) Agile Software Development
8 13 (16.67%) Stakeholder Management
8 13 (16.67%) Relational Database
9 12 (15.38%) Big Data
9 12 (15.38%) Oracle
10 11 (14.10%) SAS
10 11 (14.10%) Logical Data Model
11 10 (12.82%) Analytical Skills
12 9 (11.54%) Markit EDM
12 9 (11.54%) Banking
12 9 (11.54%) Asset Management
13 8 (10.26%) Microsoft Analysis Services
13 8 (10.26%) SQL Server Reporting Services
13 8 (10.26%) Bloomberg
13 8 (10.26%) Java
13 8 (10.26%) Data Architecture
13 8 (10.26%) SQL Server Analysis Services
13 8 (10.26%) FactSet
14 7 (8.97%) SDLC
14 7 (8.97%) User Acceptance Testing

Data Modelling
Co-occurring IT Skills in Scotland 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 (14.10%) SAS
2 4 (5.13%) Apache Spark
3 2 (2.56%) Oracle SOA Suite
4 1 (1.28%) PowerExchange
Applications
1 5 (6.41%) MS Visio
2 4 (5.13%) Microsoft Excel
3 2 (2.56%) AutoCAD
3 2 (2.56%) Siemens NX
4 1 (1.28%) Microsoft PowerPoint
4 1 (1.28%) Microsoft Project
Business Applications
1 9 (11.54%) Markit EDM
2 2 (2.56%) Cognos Business Intelligence
2 2 (2.56%) OpenText Process Suite
2 2 (2.56%) Teamcenter
Cloud Services
1 2 (2.56%) Cloud Computing
Communications & Networking
1 2 (2.56%) DNS
1 2 (2.56%) Firewall
Database & Business Intelligence
1 22 (28.21%) Data Warehouse
2 16 (20.51%) SQL Server
3 15 (19.23%) Hadoop
4 13 (16.67%) Relational Database
5 12 (15.38%) Big Data
6 8 (10.26%) Microsoft Analysis Services
6 8 (10.26%) SQL Server Analysis Services
6 8 (10.26%) SQL Server Reporting Services
7 6 (7.69%) Oracle Database
8 5 (6.41%) HBase
8 5 (6.41%) OLAP
8 5 (6.41%) RDBMS
8 5 (6.41%) SQL Server 2008
8 5 (6.41%) SQL Server 2012
9 4 (5.13%) BusinessObjects
9 4 (5.13%) SAP BW
10 3 (3.85%) Apache Hive
10 3 (3.85%) Enterprise Data Warehouse
10 3 (3.85%) MOLAP
11 2 (2.56%) Cognos Framework Manager
Development Applications
1 6 (7.69%) ERwin
2 3 (3.85%) Oracle APEX
3 2 (2.56%) Git (software)
3 2 (2.56%) JIRA
3 2 (2.56%) XMLSpy
4 1 (1.28%) Oracle Forms
4 1 (1.28%) Toad
General
1 31 (39.74%) Finance
2 9 (11.54%) Banking
3 6 (7.69%) Retail
3 6 (7.69%) Retail Banking
4 5 (6.41%) Legal
4 5 (6.41%) Marketing
5 3 (3.85%) Telecoms
6 2 (2.56%) Billing
7 1 (1.28%) Manufacturing
Job Titles
1 33 (42.31%) Analyst
2 13 (16.67%) Business Analyst
3 9 (11.54%) Architect
3 9 (11.54%) Consultant
3 9 (11.54%) Data Analyst
3 9 (11.54%) Data Modeller
3 9 (11.54%) Designer
4 8 (10.26%) Developer
5 7 (8.97%) Data Architect
6 6 (7.69%) Solutions Designer
7 4 (5.13%) MiFID Business Analyst
7 4 (5.13%) Senior Analyst
7 4 (5.13%) SQL Developer
7 4 (5.13%) Test Analyst
7 4 (5.13%) Test Data Analyst
8 3 (3.85%) Big Data Analyst
8 3 (3.85%) DBA
8 3 (3.85%) SAP Analyst
8 3 (3.85%) SQL DBA
8 3 (3.85%) Systems Analyst
Libraries, Frameworks & Software Standards
1 4 (5.13%) DHTML
1 4 (5.13%) HTML
1 4 (5.13%) Web Services
1 4 (5.13%) XML
2 2 (2.56%) Ajax
2 2 (2.56%) Grok
2 2 (2.56%) Itk
2 2 (2.56%) Kafka
2 2 (2.56%) Middleware
2 2 (2.56%) Oracle GoldenGate
2 2 (2.56%) Regular Expression
2 2 (2.56%) XSL
2 2 (2.56%) XSLT
Miscellaneous
1 10 (12.82%) Analytical Skills
2 3 (3.85%) Credit Risk
2 3 (3.85%) Taxonomies
3 2 (2.56%) Data Structures
3 2 (2.56%) Fat Client
3 2 (2.56%) Greenfield Project
3 2 (2.56%) N-Tier
3 2 (2.56%) Reference Data
3 2 (2.56%) Replication
3 2 (2.56%) Thin Client
3 2 (2.56%) W3C
4 1 (1.28%) Enterprise Software
4 1 (1.28%) FMCG
4 1 (1.28%) Management Information System
4 1 (1.28%) Social Media
Operating Systems
1 7 (8.97%) Unix
2 3 (3.85%) Windows
3 2 (2.56%) Linux
Processes & Methodologies
1 23 (29.49%) ETL
2 21 (26.92%) Data Management
3 16 (20.51%) Analytics
3 16 (20.51%) Data Analysis
4 15 (19.23%) Business Intelligence
5 13 (16.67%) Agile Software Development
5 13 (16.67%) Stakeholder Management
6 11 (14.10%) Logical Data Model
7 9 (11.54%) Asset Management
8 8 (10.26%) Data Architecture
9 7 (8.97%) Business Analysis
9 7 (8.97%) Data Integration
9 7 (8.97%) SDLC
9 7 (8.97%) SOA
9 7 (8.97%) User Acceptance Testing
9 7 (8.97%) Workflow
10 6 (7.69%) CRM
10 6 (7.69%) Enterprise Architecture
10 6 (7.69%) Master Data Management
10 6 (7.69%) Process Management
Programming Languages
1 41 (52.56%) SQL
2 8 (10.26%) Java
3 5 (6.41%) C
3 5 (6.41%) PL/SQL
4 4 (5.13%) JavaScript
5 2 (2.56%) Bash Shell
5 2 (2.56%) C++
5 2 (2.56%) MATLAB
5 2 (2.56%) Perl
5 2 (2.56%) Python
5 2 (2.56%) R
5 2 (2.56%) Scala
5 2 (2.56%) Tcl
5 2 (2.56%) XPath
6 1 (1.28%) ABAP
6 1 (1.28%) T-SQL
6 1 (1.28%) VB
Qualifications
1 6 (7.69%) Degree
2 3 (3.85%) MCITP
2 3 (3.85%) MCSA
2 3 (3.85%) Microsoft Certification
3 2 (2.56%) BPSS Clearance
3 2 (2.56%) CEH
3 2 (2.56%) CISSP
3 2 (2.56%) Numerate Degree
3 2 (2.56%) SANS
3 2 (2.56%) Security Cleared
4 1 (1.28%) Oracle Certification
4 1 (1.28%) SC Cleared
Quality Assurance & Compliance
1 4 (5.13%) Disclosure Scotland
1 4 (5.13%) MiFID
2 3 (3.85%) QA
3 2 (2.56%) Data Quality
4 1 (1.28%) Sarbanes-Oxley
System Software
1 1 (1.28%) Firmware
Systems Management
1 1 (1.28%) Computer Emergency Response Teams
Vendors
1 12 (15.38%) Oracle
2 8 (10.26%) Bloomberg
2 8 (10.26%) FactSet
3 5 (6.41%) Microsoft
3 5 (6.41%) Teradata
4 4 (5.13%) Cloudera
4 4 (5.13%) SAP
5 3 (3.85%) Informatica
5 3 (3.85%) Splunk
6 2 (2.56%) Cognos
6 2 (2.56%) OpenText
6 2 (2.56%) webMethods
7 1 (1.28%) IBM
7 1 (1.28%) Pega
7 1 (1.28%) Salesforce.com
7 1 (1.28%) Trillium
Stirling, Stirlingshire
SanRidge Ltd
Posted: 6 days ago