Period
to 21 November 2017

The following table provides summary statistics for contract job vacancies advertised in Scotland with a requirement for Data Warehouse skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Warehouse over the 6 months to 21 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 Warehousing
UK > Scotland
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 68 60 40
Rank change year-on-year -8 -20 +7
Contract jobs citing Data Warehouse 135 137 220
As % of all contract IT jobs advertised in Scotland 2.69% 3.18% 3.57%
As % of the Database & Business Intelligence category 13.47% 13.30% 17.90%
Number of daily rates quoted 69 86 136
Scotland median daily rate £413 £400 £381
Median daily rate % change year-on-year +3.13% +4.92% +0.33%
10th Percentile £313 £303 £269
90th Percentile £504 £525 £538
UK median daily rate £450 £433 £425
% change year-on-year +4.05% +1.76% +2.41%
Number of hourly rates quoted 0 0 0
Scotland median hourly rate - - -
UK median hourly rate £27.50 £42.00 £25.44
% change year-on-year -34.52% +65.09% -45.29%

Data Warehouse is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Scotland with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Scotland
Contract vacancies with a requirement for database or business intelligence skills 1002 1030 1229
As % of all contract IT jobs advertised in Scotland 19.94% 23.89% 19.95%
Number of daily rates quoted 546 570 689
Scotland median daily rate £393 £350 £375
Median daily rate % change year-on-year +12.14% -6.67% +5.63%
10th Percentile £290 £261 £262
90th Percentile £523 £475 £525
UK median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25% +0.63%
Number of hourly rates quoted 14 19 7
Scotland median hourly rate £42.70 £42.00 £25.00
Median hourly rate % change year-on-year +1.65% +68.00% -9.09%
10th Percentile £15.11 £9.37 £10.80
90th Percentile £195.00 £52.00 £49.23
UK median hourly rate £31.23 £28.00 £28.50
% change year-on-year +11.54% -1.75% +14.00%

Data Warehouse
Job Vacancy Trend in Scotland

Job postings citing Data Warehouse as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Data Warehouse in Scotland

Data Warehouse
Contractor Daily Rate Trend in Scotland

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

Contractor daily rate trend for Data Warehouse in Scotland

Data Warehouse
Contractor Daily Rate Histogram in Scotland

The daily rate distribution of IT jobs citing Data Warehouse in Scotland over the 6 months to 21 November 2017.

Contractor daily rate histogram for Data Warehouse in Scotland

Data Warehouse
Contractor Hourly Rate Trend in Scotland

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

Contractor hourly rate trend for Data Warehouse in Scotland

Data Warehouse
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 Warehouse within the Scotland region over the 6 months to 21 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +4 86 £419 +4.69% 6
Glasgow -28 31 £413 +3.13% 11
Inverclyde - 6 £325 -
Stirling +4 3 £475 -5.00% 1
Dundee +8 2 £400 +14.29%
Aberdeen -6 2 £160 - 1
East Ayrshire - 2 £350 -
Data Warehouse
UK

For the 6 months to 21 November 2017, IT contractor jobs citing Data Warehouse 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 Warehouse.

1 66 (48.89%) SQL
2 51 (37.78%) ETL
3 49 (36.30%) Agile Software Development
4 48 (35.56%) Business Intelligence
5 46 (34.07%) Finance
6 43 (31.85%) Oracle
7 31 (22.96%) Banking
8 30 (22.22%) SQL Server
9 25 (18.52%) Migration
10 22 (16.30%) Data Modelling
10 22 (16.30%) Informatica
10 22 (16.30%) Microsoft
11 19 (14.07%) Teradata
11 19 (14.07%) T-SQL
11 19 (14.07%) Analytical Skills
12 18 (13.33%) SQL Server Reporting Services
12 18 (13.33%) Data Analysis
13 17 (12.59%) SQL Server Integration Services
14 16 (11.85%) Hadoop
14 16 (11.85%) Analytics
15 15 (11.11%) Big Data
15 15 (11.11%) Retail Banking
15 15 (11.11%) PowerCenter
16 14 (10.37%) SQL Server Analysis Services
16 14 (10.37%) Data Migration
17 13 (9.63%) SQL Server 2012
18 12 (8.89%) SAS
18 12 (8.89%) SAP
18 12 (8.89%) Unix
18 12 (8.89%) Oracle Reports

Data Warehouse
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 12 (8.89%) SAS
2 8 (5.93%) SharePoint
Applications
1 4 (2.96%) Microsoft Excel
2 3 (2.22%) MS Visio
3 2 (1.48%) SPSS
4 1 (0.74%) Microsoft Office
4 1 (0.74%) Microsoft Project
4 1 (0.74%) Spreadsheet
Business Applications
1 3 (2.22%) Cognos Business Intelligence
2 1 (0.74%) Dynamics CRM
2 1 (0.74%) Markit EDM
2 1 (0.74%) Oracle EBS
Cloud Services
1 8 (5.93%) Amazon AWS
1 8 (5.93%) Microsoft Azure
2 1 (0.74%) Amazon S3
2 1 (0.74%) Azure Data Factory
2 1 (0.74%) Google Cloud Platform
2 1 (0.74%) Office 365
Communications & Networking
1 1 (0.74%) Internet
Database & Business Intelligence
1 30 (22.22%) SQL Server
2 18 (13.33%) SQL Server Reporting Services
3 17 (12.59%) SQL Server Integration Services
4 16 (11.85%) Hadoop
5 15 (11.11%) Big Data
5 15 (11.11%) PowerCenter
6 14 (10.37%) SQL Server Analysis Services
7 13 (9.63%) SQL Server 2012
8 12 (8.89%) Oracle Reports
9 11 (8.15%) Oracle Database
10 9 (6.67%) Power BI
11 8 (5.93%) SAP BW
12 7 (5.19%) Oracle Exadata
13 6 (4.44%) Oracle Database 12c
13 6 (4.44%) PowerPivot
13 6 (4.44%) RDBMS
13 6 (4.44%) Relational Database
14 5 (3.70%) Azure SQL Data Warehouse
14 5 (3.70%) DataStage
14 5 (3.70%) Enterprise Data Warehouse
Development Applications
1 7 (5.19%) Team Foundation Server
2 5 (3.70%) Talend Open Studio
3 2 (1.48%) ERwin
3 2 (1.48%) Toad
4 1 (0.74%) Artifactory
4 1 (0.74%) Git (software)
4 1 (0.74%) gulp
4 1 (0.74%) Jasmine
4 1 (0.74%) Jenkins
4 1 (0.74%) Karma Test Runner
4 1 (0.74%) Maven
4 1 (0.74%) Protractor
4 1 (0.74%) Sonatype Nexus
4 1 (0.74%) Subversion
4 1 (0.74%) TeamCity
General
1 46 (34.07%) Finance
2 31 (22.96%) Banking
3 15 (11.11%) Retail Banking
4 3 (2.22%) Investment Banking
5 2 (1.48%) Manufacturing
6 1 (0.74%) Electronics
6 1 (0.74%) Marketing
6 1 (0.74%) Telecoms
Job Titles
1 41 (30.37%) Developer
2 40 (29.63%) Analyst
3 21 (15.56%) Architect
4 20 (14.81%) Data Architect
5 19 (14.07%) SQL Developer
6 17 (12.59%) Data Analyst
7 14 (10.37%) Business Intelligence Developer
8 12 (8.89%) Consultant
9 10 (7.41%) Business Analyst
10 9 (6.67%) Data Warehouse Analyst
10 9 (6.67%) Senior Analyst
11 8 (5.93%) Test Analyst
12 7 (5.19%) Informatica Developer
13 6 (4.44%) Migration Architect
13 6 (4.44%) Oracle Developer
13 6 (4.44%) Project Manager
14 5 (3.70%) Financial Analyst
14 5 (3.70%) SQL BI Developer
14 5 (3.70%) SQL Server Developer
15 4 (2.96%) Data Consultant
Libraries, Frameworks & Software Standards
1 2 (1.48%) PostGIS
1 2 (1.48%) Web Services
2 1 (0.74%) AngularJS
2 1 (0.74%) CSS
2 1 (0.74%) CSS3
2 1 (0.74%) D3.js
2 1 (0.74%) FpML
2 1 (0.74%) HTML
2 1 (0.74%) HTML5
2 1 (0.74%) Laravel
2 1 (0.74%) LESS
2 1 (0.74%) Middleware
2 1 (0.74%) React
2 1 (0.74%) Sass
2 1 (0.74%) SVG
2 1 (0.74%) Twitter Bootstrap
2 1 (0.74%) XML
2 1 (0.74%) XML Schema
Miscellaneous
1 19 (14.07%) Analytical Skills
2 4 (2.96%) Greenfield Project
3 3 (2.22%) Data Structures
4 2 (1.48%) Computer Science
4 2 (1.48%) Management Information System
5 1 (0.74%) FMCG
5 1 (0.74%) N-Tier
5 1 (0.74%) Reference Data
5 1 (0.74%) Smart City
Operating Systems
1 12 (8.89%) Unix
2 3 (2.22%) Linux
2 3 (2.22%) Windows
3 1 (0.74%) Windows Server
3 1 (0.74%) Windows Server 2012
Processes & Methodologies
1 51 (37.78%) ETL
2 49 (36.30%) Agile Software Development
3 48 (35.56%) Business Intelligence
4 25 (18.52%) Migration
5 22 (16.30%) Data Modelling
6 18 (13.33%) Data Analysis
7 16 (11.85%) Analytics
8 14 (10.37%) Data Migration
9 11 (8.15%) Data Integration
9 11 (8.15%) Stakeholder Management
10 10 (7.41%) Project Management
10 10 (7.41%) TOGAF
11 9 (6.67%) Scrum
11 9 (6.67%) User Acceptance Testing
12 8 (5.93%) Business Analysis
12 8 (5.93%) Data Transformation
12 8 (5.93%) Kimball Methodology
13 7 (5.19%) Dimensional Modelling
13 7 (5.19%) Logical Data Model
13 7 (5.19%) Visualisation
Programming Languages
1 66 (48.89%) SQL
2 19 (14.07%) T-SQL
3 7 (5.19%) Python
4 6 (4.44%) PowerShell
5 4 (2.96%) Bash Shell
6 3 (2.22%) PL/SQL
6 3 (2.22%) R
7 2 (1.48%) C++
7 2 (1.48%) Java
8 1 (0.74%) C
8 1 (0.74%) C#
8 1 (0.74%) COBOL
8 1 (0.74%) Data Analysis Expressions (DAX)
8 1 (0.74%) JCL
8 1 (0.74%) PHP
8 1 (0.74%) VBA
Qualifications
1 9 (6.67%) Degree
2 3 (2.22%) Postgraduate
3 2 (1.48%) Computer Science Degree
3 2 (1.48%) ISTQB
3 2 (1.48%) ISTQB Advanced Certification
4 1 (0.74%) APMP
4 1 (0.74%) IBM Certification
4 1 (0.74%) PMI Certification
4 1 (0.74%) PMP
Quality Assurance & Compliance
1 8 (5.93%) Data Quality
2 3 (2.22%) Disclosure Scotland
2 3 (2.22%) FATCA
2 3 (2.22%) QA
3 2 (1.48%) GDPR
4 1 (0.74%) BS7666
4 1 (0.74%) PCI DSS
4 1 (0.74%) SLA
4 1 (0.74%) Solvency II
System Software
1 2 (1.48%) Docker
2 1 (0.74%) Tivoli Workload Scheduler
Systems Management
1 3 (2.22%) Ansible
2 1 (0.74%) Control-M
2 1 (0.74%) Opscode Chef
2 1 (0.74%) Puppet
2 1 (0.74%) Terraform
2 1 (0.74%) Tivoli
Vendors
1 43 (31.85%) Oracle
2 22 (16.30%) Informatica
2 22 (16.30%) Microsoft
3 19 (14.07%) Teradata
4 12 (8.89%) SAP
5 10 (7.41%) Cognos
6 8 (5.93%) Tableau
7 7 (5.19%) IBM
8 6 (4.44%) Cloudera
8 6 (4.44%) Netezza
9 5 (3.70%) MicroStrategy
9 5 (3.70%) Talend
10 3 (2.22%) HP
11 2 (1.48%) Alteryx
12 1 (0.74%) Ab Initio
12 1 (0.74%) CA
12 1 (0.74%) Google
12 1 (0.74%) Twitter