Period
to 23 June 2018

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 23 June 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 Warehousing
UK > Scotland
6 months to
23 Jun 2018
Same period 2017 Same period 2016
Rank 80 69 64
Rank change year-on-year -11 -5 -26
Contract jobs citing Data Warehouse 138 98 172
As % of all contract IT jobs advertised in Scotland 2.61% 2.51% 3.12%
As % of the Database & Business Intelligence category 12.87% 12.34% 14.49%
Number of daily rates quoted 95 74 132
Scotland median daily rate £400 £400 £400
10th Percentile £310 £317 £313
90th Percentile £533 £488 £525
UK median daily rate £460 £450 £425
% change year-on-year +2.22% +5.88% -
Number of hourly rates quoted 2 0 0
Scotland median hourly rate £10.20 - -
UK median hourly rate £24.75 £35.00 £26.00
% change year-on-year -29.29% +34.62% -23.53%

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 1,072 794 1,187
As % of all contract IT jobs advertised in Scotland 20.24% 20.36% 21.52%
Number of daily rates quoted 636 421 691
Scotland median daily rate £400 £375 £375
Median daily rate % change year-on-year +6.67% - -
10th Percentile £281 £263 £265
90th Percentile £506 £500 £500
UK median daily rate £463 £440 £425
% change year-on-year +5.11% +3.53% +6.25%
Number of hourly rates quoted 5 19 20
Scotland median hourly rate £16.25 £43.39 £33.10
Median hourly rate % change year-on-year -62.55% +31.08% -22.11%
10th Percentile £10.08 £11.29 £9.37
90th Percentile £80.55 £80.74 £42.10
UK median hourly rate £33.75 £30.00 £28.50
% change year-on-year +12.50% +5.26% +9.62%

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 23 June 2018.

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 23 June 2018. 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 +21 94 £400 -0.93% 11
Glasgow -28 36 £400 +9.50% 11
Inverclyde 0 3 £335 -29.47%
Stirling -10 3 £475 - 1
Renfrewshire - 1 £313 -
Data Warehouse
UK

For the 6 months to 23 June 2018, IT contractor jobs citing Data Warehouse 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 Scotland region with a requirement for Data Warehouse.

1 73 (52.90%) ETL
2 72 (52.17%) SQL
3 54 (39.13%) Business Intelligence
4 52 (37.68%) Agile Software Development
5 51 (36.96%) Oracle
5 51 (36.96%) Finance
6 36 (26.09%) Data Modelling
7 30 (21.74%) Data Analysis
8 28 (20.29%) Informatica
8 28 (20.29%) SQL Server Integration Services
8 28 (20.29%) Relational Database
9 24 (17.39%) Migration
10 22 (15.94%) SQL Server
11 21 (15.22%) Unix
11 21 (15.22%) Data Architecture
12 20 (14.49%) Data Integration
12 20 (14.49%) Banking
13 19 (13.77%) SQL Server Reporting Services
13 19 (13.77%) Stakeholder Management
14 18 (13.04%) RDBMS
15 17 (12.32%) Data Migration
15 17 (12.32%) Waterfall
16 16 (11.59%) SDLC
17 15 (10.87%) ETL Development
17 15 (10.87%) Big Data
18 14 (10.14%) Microsoft
18 14 (10.14%) Oracle Database
18 14 (10.14%) Analytical Skills
19 13 (9.42%) PL/SQL
19 13 (9.42%) TOGAF

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 9 (6.52%) SAS
2 4 (2.90%) PowerExchange
3 2 (1.45%) Apache Spark
3 2 (1.45%) WebLogic
4 1 (0.72%) Confluence
4 1 (0.72%) Jetty
4 1 (0.72%) Oracle SOA Suite
4 1 (0.72%) Tomcat
4 1 (0.72%) WebSphere
Applications
1 5 (3.62%) Microsoft Excel
2 2 (1.45%) SPSS
3 1 (0.72%) Adobe Illustrator
3 1 (0.72%) Photoshop
3 1 (0.72%) Spreadsheet
Business Applications
1 4 (2.90%) Oracle EBS R12
2 1 (0.72%) Dynamics AX
2 1 (0.72%) Dynamics CRM
Cloud Services
1 7 (5.07%) Microsoft Azure
2 4 (2.90%) Azure Data Factory
3 2 (1.45%) Amazon AWS
3 2 (1.45%) Cloud Computing
3 2 (1.45%) Google Cloud Platform
4 1 (0.72%) Adobe Creative Cloud
4 1 (0.72%) Data Lake Analytics
4 1 (0.72%) Dynamics 365
4 1 (0.72%) GitHub
4 1 (0.72%) IaaS
4 1 (0.72%) PaaS
Communications & Networking
1 2 (1.45%) Firewall
2 1 (0.72%) Network Security
2 1 (0.72%) VLAN
2 1 (0.72%) VPN
2 1 (0.72%) WAN
Database & Business Intelligence
1 28 (20.29%) Relational Database
1 28 (20.29%) SQL Server Integration Services
2 22 (15.94%) SQL Server
3 19 (13.77%) SQL Server Reporting Services
4 18 (13.04%) RDBMS
5 15 (10.87%) Big Data
6 14 (10.14%) Oracle Database
7 12 (8.70%) SQL Server Analysis Services
8 11 (7.97%) Data Lake
8 11 (7.97%) Hadoop
8 11 (7.97%) QlikView
9 8 (5.80%) PowerCenter
10 7 (5.07%) Power BI
11 6 (4.35%) Enterprise Data Warehouse
11 6 (4.35%) MySQL
12 5 (3.62%) Pentaho
13 4 (2.90%) BusinessObjects
13 4 (2.90%) NoSQL
14 3 (2.17%) MongoDB
14 3 (2.17%) SQL Server 2012
Development Applications
1 8 (5.80%) JIRA
2 7 (5.07%) Team Foundation Server
3 1 (0.72%) Axure RP
3 1 (0.72%) Cucumber
3 1 (0.72%) ERwin
3 1 (0.72%) Git (software)
3 1 (0.72%) GitLab
3 1 (0.72%) Gradle
3 1 (0.72%) HP UFT
3 1 (0.72%) Mockito
3 1 (0.72%) Oracle APEX
3 1 (0.72%) Oracle Forms
3 1 (0.72%) SonarQube
General
1 51 (36.96%) Finance
2 20 (14.49%) Banking
3 8 (5.80%) Retail
4 5 (3.62%) Retail Banking
5 2 (1.45%) Legal
5 2 (1.45%) Marketing
5 2 (1.45%) Telecoms
6 1 (0.72%) Back Office
6 1 (0.72%) Electronics
6 1 (0.72%) Financial Institution
6 1 (0.72%) Front Office
6 1 (0.72%) Investment Banking
6 1 (0.72%) Law
6 1 (0.72%) Manufacturing
Job Titles
1 45 (32.61%) Developer
2 29 (21.01%) Analyst
3 21 (15.22%) Architect
4 15 (10.87%) ETL Developer
5 13 (9.42%) Data Architect
6 12 (8.70%) Business Intelligence Developer
7 11 (7.97%) Business Analyst
7 11 (7.97%) Data Analyst
7 11 (7.97%) SQL Developer
8 9 (6.52%) Tester
9 8 (5.80%) ETL Tester
9 8 (5.80%) Informatica Developer
9 8 (5.80%) Project Manager
10 7 (5.07%) Lead Developer
10 7 (5.07%) SQL Analyst
10 7 (5.07%) SQL BI Developer
10 7 (5.07%) Technical Architect
10 7 (5.07%) Test Analyst
11 6 (4.35%) Data Modeller
12 5 (3.62%) Data Warehouse Project Manager
Libraries, Frameworks & Software Standards
1 4 (2.90%) ActiveMQ
1 4 (2.90%) XML
2 2 (1.45%) AngularJS
2 2 (1.45%) Middleware
2 2 (1.45%) Node.js
3 1 (0.72%) Dropwizard
3 1 (0.72%) FreeMarker
3 1 (0.72%) J2EE
3 1 (0.72%) Java EE
3 1 (0.72%) JSON
3 1 (0.72%) Spring
3 1 (0.72%) Spring Boot
3 1 (0.72%) XML Messaging
Miscellaneous
1 14 (10.14%) Analytical Skills
2 6 (4.35%) NHS
3 5 (3.62%) Mainframe
4 4 (2.90%) Greenfield Project
5 3 (2.17%) Data Structures
6 2 (1.45%) Self-Motivation
7 1 (0.72%) Algorithms
7 1 (0.72%) Clustering
7 1 (0.72%) Credit Risk
7 1 (0.72%) Data Centre
7 1 (0.72%) Fixed Income
7 1 (0.72%) Management Information System
7 1 (0.72%) Mobile App
7 1 (0.72%) Private Cloud
7 1 (0.72%) Reference Data
7 1 (0.72%) Taxonomies
7 1 (0.72%) User Experience
Operating Systems
1 21 (15.22%) Unix
2 4 (2.90%) Linux
3 2 (1.45%) Windows
Processes & Methodologies
1 73 (52.90%) ETL
2 54 (39.13%) Business Intelligence
3 52 (37.68%) Agile Software Development
4 36 (26.09%) Data Modelling
5 30 (21.74%) Data Analysis
6 24 (17.39%) Migration
7 21 (15.22%) Data Architecture
8 20 (14.49%) Data Integration
9 19 (13.77%) Stakeholder Management
10 17 (12.32%) Data Migration
10 17 (12.32%) Waterfall
11 16 (11.59%) SDLC
12 15 (10.87%) ETL Development
13 13 (9.42%) TOGAF
14 12 (8.70%) Analytics
14 12 (8.70%) Defect Management
15 11 (7.97%) Information Security
15 11 (7.97%) Kimball Methodology
16 10 (7.25%) High Availability
16 10 (7.25%) Open Source
Programming Languages
1 72 (52.17%) SQL
2 13 (9.42%) PL/SQL
3 9 (6.52%) C#
4 7 (5.07%) Java
4 7 (5.07%) T-SQL
5 3 (2.17%) Python
6 2 (1.45%) R
7 1 (0.72%) VBA
Qualifications
1 9 (6.52%) ISTQB
2 7 (5.07%) Degree
3 5 (3.62%) Microsoft Certification
4 4 (2.90%) MCAD
4 4 (2.90%) MCSD
4 4 (2.90%) MCTS
5 3 (2.17%) Security Cleared
6 2 (1.45%) BPSS Clearance
6 2 (1.45%) TOGAF Certification
7 1 (0.72%) DV Cleared
7 1 (0.72%) ISEB
7 1 (0.72%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 12 (8.70%) QA
2 11 (7.97%) Data Quality
3 6 (4.35%) PMO
4 4 (2.90%) Disclosure Scotland
5 2 (1.45%) GDPR
System Software
1 1 (0.72%) HDFS
1 1 (0.72%) Virtual Machines
1 1 (0.72%) VMware Infrastructure
1 1 (0.72%) vSphere
Systems Management
1 5 (3.62%) HP Quality Center
1 5 (3.62%) Oracle Flashback
2 4 (2.90%) Puppet
3 1 (0.72%) HP ALM
Vendors
1 51 (36.96%) Oracle
2 28 (20.29%) Informatica
3 14 (10.14%) Microsoft
4 10 (7.25%) Teradata
5 3 (2.17%) Cognos
5 3 (2.17%) SAP
5 3 (2.17%) Tableau
6 2 (1.45%) Google
7 1 (0.72%) Ab Initio
7 1 (0.72%) Adobe
7 1 (0.72%) CA
7 1 (0.72%) Cisco
7 1 (0.72%) HP
7 1 (0.72%) IBM
7 1 (0.72%) Juniper
7 1 (0.72%) MicroStrategy
7 1 (0.72%) Netezza
7 1 (0.72%) Red Hat
7 1 (0.72%) Salesforce.com
7 1 (0.72%) Sitecore