The table below looks at the prevalence of the term Reference Data in IT jobs advertised for the Glasgow region. Included is a guide to the salaries offered in IT jobs that have cited Reference Data over the 3 months to 10 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
10 Dec 2016
Same period 2015 Same period 2014
Reference Data
Rank 67 99 -
Rank change year-on-year
+32 -
Permanent jobs citing Reference Data 18 6 0
As % of all permanent IT jobs located in Glasgow 1.85% 0.46% -
As % of the Miscellaneous category 5.33% 1.03% -
Number of salaries quoted 2 0 0
Median salary £51,250 - -
UK excluding London median salary £55,000 £45,000 £45,000
% change year-on-year
+22.22% -
Reference Data
Scotland

The following table is for comparison with the above and provides statistics for the entire Miscellaneous category in permanent jobs advertised in the Glasgow region.

Miscellaneous Category
Glasgow
Permanent IT job ads with a match in the
Miscellaneous category
338 582 363
As % of all permanent IT jobs located in Glasgow 34.67% 44.22% 34.77%
Number of salaries quoted 195 335 235
Median salary £45,000 £40,000 £42,500
Median salary % change year-on-year
+12.50% -5.88%
90% offered a salary of more than £30,000 £30,000 £30,000
10% offered a salary of more than £55,000 £62,500 £56,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Reference Data
Jobs Demand Trend in Glasgow

The demand trend of job ads across the Glasgow region citing Reference Data as a proportion of all IT jobs with a match in the Miscellaneous category.

Reference Data Jobs Demand Trend in Glasgow

Reference Data
Salary Trend in Glasgow

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Reference Data across the Glasgow region.

Reference Data Salary Trend in Glasgow

Reference Data
Top 30 Related IT Skills in Glasgow

For the 6 months to 10 December 2016, IT jobs citing Reference Data also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Glasgow region with a requirement for Reference Data.

1 18 (56.25%) Finance
2 15 (46.88%) Analytical Skills
3 12 (37.50%) Unix
3 12 (37.50%) Agile Software Development
3 12 (37.50%) General Ledger
4 11 (34.38%) Oracle
5 10 (31.25%) SQL
5 10 (31.25%) Java
5 10 (31.25%) Relational Database
6 9 (28.13%) Data Quality
6 9 (28.13%) Data Management
7 8 (25.00%) Cash Management
7 8 (25.00%) Python
7 8 (25.00%) Back Office
8 7 (21.88%) DataStage
8 7 (21.88%) Data Warehouse
8 7 (21.88%) RDBMS
8 7 (21.88%) IBM
8 7 (21.88%) Oracle Database
8 7 (21.88%) Banking
9 5 (15.63%) Risk Management
9 5 (15.63%) Hibernate
9 5 (15.63%) ETL
9 5 (15.63%) Linux
9 5 (15.63%) XML
9 5 (15.63%) Spring
9 5 (15.63%) Information Architecture
9 5 (15.63%) Data Integration
9 5 (15.63%) Data Architecture
9 5 (15.63%) Market Risk

Reference Data
Top Related 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 4 (12.50%) Cloud Foundry
1 4 (12.50%) GemFire
2 3 (9.38%) SAS
Applications
1 1 (3.13%) MS Excel
1 1 (3.13%) MS Visio
Business Applications
1 4 (12.50%) Oracle Assets
1 4 (12.50%) Oracle Payables
Cloud Services
1 4 (12.50%) Amazon AWS
Database & Business Intelligence
1 10 (31.25%) Relational Database
2 7 (21.88%) Data Warehouse
2 7 (21.88%) DataStage
2 7 (21.88%) Oracle Database
2 7 (21.88%) RDBMS
3 4 (12.50%) Data Lake
3 4 (12.50%) InterSystems Cache
3 4 (12.50%) OLAP
3 4 (12.50%) OLTP
3 4 (12.50%) Star Schema
4 3 (9.38%) BusinessObjects
4 3 (9.38%) MySQL
4 3 (9.38%) Oracle BI EE
5 1 (3.13%) MarkLogic
5 1 (3.13%) NoSQL
5 1 (3.13%) QlikView
Development Applications
1 4 (12.50%) ERwin
1 4 (12.50%) Git (software)
1 4 (12.50%) MagicDraw
1 4 (12.50%) Subversion
2 1 (3.13%) Ant
2 1 (3.13%) JIRA
2 1 (3.13%) Maven
General
1 18 (56.25%) Finance
2 12 (37.50%) General Ledger
3 8 (25.00%) Back Office
4 7 (21.88%) Banking
5 2 (6.25%) Legal
Job Titles
1 13 (40.63%) Developer
2 11 (34.38%) Lead Developer
3 8 (25.00%) Python Developer
4 6 (18.75%) Analyst
5 5 (15.63%) Architect
5 5 (15.63%) Information Architect
5 5 (15.63%) Java Developer
5 5 (15.63%) Lead Java Developer
6 4 (12.50%) Applications Manager
6 4 (12.50%) Applications Support
6 4 (12.50%) Applications Support Manager
6 4 (12.50%) Database Analyst
6 4 (12.50%) Support Manager
7 2 (6.25%) Business Analyst
8 1 (3.13%) Applications Developer
8 1 (3.13%) Consultant
8 1 (3.13%) IT Manager
8 1 (3.13%) Management Consultant
8 1 (3.13%) Report Analyst
8 1 (3.13%) Systems Manager
Libraries, Frameworks & Software Standards
1 5 (15.63%) Hibernate
1 5 (15.63%) Spring
1 5 (15.63%) XML
2 4 (12.50%) JMS
2 4 (12.50%) Protocol Buffers
2 4 (12.50%) XML Schema
3 1 (3.13%) AngularJS
3 1 (3.13%) DOM
3 1 (3.13%) Ext JS
3 1 (3.13%) HTML
3 1 (3.13%) HTML5
3 1 (3.13%) iBATIS
3 1 (3.13%) J2EE
3 1 (3.13%) JAXB
3 1 (3.13%) SAX
Miscellaneous
1 15 (46.88%) Analytical Skills
2 5 (15.63%) Data Integration
2 5 (15.63%) Market Risk
3 4 (12.50%) Ontologies
3 4 (12.50%) Taxonomies
3 4 (12.50%) User Experience
4 2 (6.25%) Derivative
4 2 (6.25%) Equities
4 2 (6.25%) Fixed Income
4 2 (6.25%) Foreign Exchange (FX)
4 2 (6.25%) OTC Derivatives
5 1 (3.13%) e-Learning
5 1 (3.13%) Management Information System
5 1 (3.13%) Swaptions
5 1 (3.13%) Virtual Team
Operating Systems
1 12 (37.50%) Unix
2 5 (15.63%) Linux
3 4 (12.50%) Solaris
4 1 (3.13%) Windows
Processes & Methodologies
1 12 (37.50%) Agile Software Development
2 9 (28.13%) Data Management
3 8 (25.00%) Cash Management
4 5 (15.63%) Data Architecture
4 5 (15.63%) ETL
4 5 (15.63%) Information Architecture
4 5 (15.63%) Risk Management
5 4 (12.50%) Benchmarking
5 4 (12.50%) Business Intelligence
5 4 (12.50%) Continuous Improvement
5 4 (12.50%) Data Migration
5 4 (12.50%) Data Modelling
5 4 (12.50%) ITSM
5 4 (12.50%) Kanban
5 4 (12.50%) Migration
5 4 (12.50%) Multithreaded Programming
5 4 (12.50%) Multithreading
5 4 (12.50%) Open Source
5 4 (12.50%) SOA
5 4 (12.50%) UML
Programming Languages
1 10 (31.25%) Java
1 10 (31.25%) SQL
2 8 (25.00%) Python
3 4 (12.50%) Perl
3 4 (12.50%) PL/SQL
3 4 (12.50%) Shell Script
4 1 (3.13%) C
Qualifications
1 4 (12.50%) Degree
Quality Assurance & Compliance
1 9 (28.13%) Data Quality
2 4 (12.50%) ISO20022
3 1 (3.13%) EMIR
3 1 (3.13%) MiFID
3 1 (3.13%) PCI DSS
3 1 (3.13%) UCITS
Vendors
1 11 (34.38%) Oracle
2 7 (21.88%) IBM
3 4 (12.50%) Ab Initio
3 4 (12.50%) Cognos
3 4 (12.50%) Google
3 4 (12.50%) Informatica
4 3 (9.38%) MicroStrategy
4 3 (9.38%) SAP
5 1 (3.13%) Charles River