The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Data Management skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Management over the 3 months to 22 June 2017 with a comparison to the same period in the previous 2 years.

Data Management
UK / Scotland
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 80 105 105
Rank change year-on-year +25 0  
Permanent jobs citing Data Management 73 61 59
As % of all permanent IT jobs advertised in Scotland 2.74% 2.13% 1.89%
As % of the Processes & Methodologies category 2.99% 2.33% 2.10%
Number of salaries quoted 30 31 46
Median salary £55,000 £43,000 £47,500
Median salary % change year-on-year +27.90% -9.47%  
90% offered a salary of more than £36,400 £34,500 £35,800
10% offered a salary of more than £65,500 £65,000 £61,500
UK excluding London median salary £48,500 £45,000 £42,500
% change year-on-year +7.77% +5.88%  

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

Process & Methodology Skills
Scotland
Permanent job vacancies with a requirement for process and methodology skills 2439 2617 2809
As % of all permanent IT job vacancies advertised in Scotland 91.49% 91.54% 89.92%
Number of salaries quoted 1562 1474 1762
Median salary £45,000 £45,000 £43,913
Median salary % change year-on-year - +2.47%  
90% offered a salary of more than £31,500 £30,000 £32,000
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Management
Job Vacancy Trend in Scotland

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

Job vacancy trend for Data Management in Scotland

Data Management
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Management in Scotland.

Salary trend for Data Management in Scotland

Data Management
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Management in Scotland over the 3 months to 22 June 2017.

Salary histogram for Data Management in Scotland

Data Management
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Management within the Scotland region over the 3 months to 22 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
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +12 49 £55,000 +29.41% 7
Glasgow +11 28 £57,500 +17.94% 1
Aberdeen - 2 £36,500 -
Midlothian - 1 £30,000 -
South Lanarkshire - 1 £28,500 -
Data Management
UK

For the 6 months to 22 June 2017, IT jobs citing Data Management 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 Scotland region with a requirement for Data Management.

1 51 (52.58%) Finance
2 48 (49.48%) Business Intelligence
3 42 (43.30%) SQL
4 30 (30.93%) Analytical Skills
5 28 (28.87%) Banking
6 25 (25.77%) Master Data Management
7 24 (24.74%) Data Analysis
8 23 (23.71%) Data Warehouse
9 22 (22.68%) Retail
9 22 (22.68%) Retail Banking
9 22 (22.68%) Infrastructure Management
10 21 (21.65%) Agile Software Development
11 19 (19.59%) SAS
12 17 (17.53%) Data Modelling
13 16 (16.49%) ETL
13 16 (16.49%) Teradata
14 15 (15.46%) Oracle
14 15 (15.46%) Degree
14 15 (15.46%) Data Quality
15 14 (14.43%) RDBMS
15 14 (14.43%) Stakeholder Management
15 14 (14.43%) Relational Database
15 14 (14.43%) Analytics
16 13 (13.40%) Microservices
16 13 (13.40%) SOA
16 13 (13.40%) SQL Server
16 13 (13.40%) Java
17 12 (12.37%) Data Mining
17 12 (12.37%) Data Architecture
17 12 (12.37%) Hadoop

Data Management
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 19 (19.59%) SAS
2 9 (9.28%) Apache Spark
3 5 (5.15%) Oracle SOA Suite
4 3 (3.09%) ArcGIS
4 3 (3.09%) SharePoint
4 3 (3.09%) Tomcat
5 2 (2.06%) SharePoint 2013
5 2 (2.06%) Skype for Business
6 1 (1.03%) Confluence
6 1 (1.03%) nginx
Applications
1 5 (5.15%) Microsoft Project
2 3 (3.09%) Microsoft Excel
3 2 (2.06%) Microsoft PowerPoint
4 1 (1.03%) Windchill
Business Applications
1 4 (4.12%) Markit EDM
2 2 (2.06%) Dynamics AX
2 2 (2.06%) Infor M3
3 1 (1.03%) Teamcenter
Cloud Services
1 8 (8.25%) Amazon AWS
2 2 (2.06%) Office 365
3 1 (1.03%) Cloud Computing
3 1 (1.03%) Google Analytics
Communications & Networking
1 2 (2.06%) LAN
1 2 (2.06%) Skype
1 2 (2.06%) WAN
Database & Business Intelligence
1 23 (23.71%) Data Warehouse
2 14 (14.43%) RDBMS
2 14 (14.43%) Relational Database
3 13 (13.40%) SQL Server
4 12 (12.37%) Big Data
4 12 (12.37%) Data Mining
4 12 (12.37%) Hadoop
5 10 (10.31%) PowerCenter
6 8 (8.25%) BusinessObjects
7 7 (7.22%) HBase
7 7 (7.22%) NoSQL
8 6 (6.19%) Apache Hive
9 3 (3.09%) GIS
9 3 (3.09%) Spatial Data
9 3 (3.09%) SQL Server Reporting Services
10 2 (2.06%) Base SAS
10 2 (2.06%) QlikView
10 2 (2.06%) SAS EBI
10 2 (2.06%) Spotfire
10 2 (2.06%) Star Schema
Development Applications
1 8 (8.25%) ERwin
2 4 (4.12%) Subversion
3 3 (3.09%) Team Foundation Server
3 3 (3.09%) Visual Studio
4 2 (2.06%) Git (software)
4 2 (2.06%) MagicDraw
5 1 (1.03%) Atlassian Bamboo
5 1 (1.03%) Bitbucket
5 1 (1.03%) Jenkins
5 1 (1.03%) JIRA
General
1 51 (52.58%) Finance
2 28 (28.87%) Banking
3 22 (22.68%) Retail
3 22 (22.68%) Retail Banking
4 3 (3.09%) Games
4 3 (3.09%) Investment Banking
4 3 (3.09%) Manufacturing
5 1 (1.03%) Legal
5 1 (1.03%) Pharmaceutical
Job Titles
1 38 (39.18%) Analyst
2 21 (21.65%) Business Analyst
2 21 (21.65%) Senior Analyst
3 19 (19.59%) Technical Analyst
3 19 (19.59%) Technical Business Analyst
4 18 (18.56%) Developer
5 15 (15.46%) Data Analyst
6 13 (13.40%) Senior Business Analyst
7 12 (12.37%) Architect
7 12 (12.37%) Senior Technical Analyst
7 12 (12.37%) Senior Technical Business Analyst
8 11 (11.34%) SQL Analyst
9 10 (10.31%) Senior Architect
10 9 (9.28%) Data Business Analyst
11 8 (8.25%) Consultant
11 8 (8.25%) Data Architect
11 8 (8.25%) Senior Data Architect
11 8 (8.25%) Tester
12 7 (7.22%) Business Data Analyst
13 6 (6.19%) Designer
Libraries, Frameworks & Software Standards
1 9 (9.28%) XML
2 7 (7.22%) Spring
3 6 (6.19%) Kafka
4 5 (5.15%) XML Schema
5 4 (4.12%) J2EE
6 3 (3.09%) Apache CXF
6 3 (3.09%) Hibernate
6 3 (3.09%) HTML
6 3 (3.09%) JMS
6 3 (3.09%) SOAP
6 3 (3.09%) Web Services
7 2 (2.06%) .NET
7 2 (2.06%) ASP.NET
8 1 (1.03%) Ajax
8 1 (1.03%) Django
8 1 (1.03%) jQuery
8 1 (1.03%) JSON
8 1 (1.03%) Node.js
8 1 (1.03%) RESTful
8 1 (1.03%) RSS
Miscellaneous
1 30 (30.93%) Analytical Skills
2 8 (8.25%) Computer Science
2 8 (8.25%) Taxonomies
3 3 (3.09%) Data Structures
3 3 (3.09%) Management Information System
4 2 (2.06%) AS400
4 2 (2.06%) Equities
4 2 (2.06%) Fixed Income
4 2 (2.06%) Reference Data
4 2 (2.06%) Virtual Team
5 1 (1.03%) Algorithms
5 1 (1.03%) Enterprise Software
5 1 (1.03%) Linux Command Line
5 1 (1.03%) Replication
5 1 (1.03%) SWIFT
5 1 (1.03%) Tandem
Operating Systems
1 6 (6.19%) Windows
2 3 (3.09%) Linux
3 2 (2.06%) Windows Server 2008
3 2 (2.06%) Windows Server 2012
4 1 (1.03%) Unix
Processes & Methodologies
1 48 (49.48%) Business Intelligence
2 25 (25.77%) Master Data Management
3 24 (24.74%) Data Analysis
4 22 (22.68%) Infrastructure Management
5 21 (21.65%) Agile Software Development
6 17 (17.53%) Data Modelling
7 16 (16.49%) ETL
8 14 (14.43%) Analytics
8 14 (14.43%) Stakeholder Management
9 13 (13.40%) Microservices
9 13 (13.40%) SOA
10 12 (12.37%) Data Architecture
11 11 (11.34%) Enterprise Architecture
12 10 (10.31%) Machine Learning
13 9 (9.28%) Information Management
14 8 (8.25%) Customer Engagement
14 8 (8.25%) High Availability
14 8 (8.25%) Performance Testing
14 8 (8.25%) Test Automation
14 8 (8.25%) Web Development
Programming Languages
1 42 (43.30%) SQL
2 13 (13.40%) Java
3 11 (11.34%) Python
4 3 (3.09%) C#
5 2 (2.06%) JavaScript
5 2 (2.06%) MATLAB
5 2 (2.06%) R
5 2 (2.06%) Scala
5 2 (2.06%) Shell Script
6 1 (1.03%) AWK
6 1 (1.03%) Bash Shell
6 1 (1.03%) C
6 1 (1.03%) Korn
6 1 (1.03%) PHP
6 1 (1.03%) SAS Macro
6 1 (1.03%) sed
6 1 (1.03%) T-SQL
6 1 (1.03%) TypeScript
Qualifications
1 15 (15.46%) Degree
2 1 (1.03%) Computer Science Degree
2 1 (1.03%) ITIL Certification
2 1 (1.03%) PhD
2 1 (1.03%) Security Cleared
Quality Assurance & Compliance
1 15 (15.46%) Data Quality
2 3 (3.09%) QA
3 2 (2.06%) ISO 20022
4 1 (1.03%) 21 CFR Part 11
4 1 (1.03%) GCP
4 1 (1.03%) SLA
System Software
1 2 (2.06%) Active Directory
1 2 (2.06%) Hyper-V
2 1 (1.03%) Apache Flume
2 1 (1.03%) Docker
2 1 (1.03%) HDFS
2 1 (1.03%) KVM
2 1 (1.03%) Virtual Machines
Vendors
1 16 (16.49%) Teradata
2 15 (15.46%) Oracle
3 11 (11.34%) IBM
4 10 (10.31%) Informatica
5 9 (9.28%) Tableau
6 8 (8.25%) MicroStrategy
7 6 (6.19%) Netezza
8 5 (5.15%) Microsoft
9 2 (2.06%) Cognos
9 2 (2.06%) Infor
10 1 (1.03%) AVEVA
10 1 (1.03%) Bloomberg
10 1 (1.03%) FactSet
10 1 (1.03%) Google
10 1 (1.03%) JD Edwards
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