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 23 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Data Management
UK / Scotland
Rank 117 85 89
Rank change year-on-year -32 +4  
Permanent jobs citing Data Management 24 71 70
As % of all permanent IT jobs advertised in Scotland 1.05% 2.44% 2.27%
As % of the Processes & Methodologies category 1.16% 2.69% 2.55%
Number of salaries quoted 19 45 44
Median salary £57,500 £47,500 £45,500
Median salary % change year-on-year +21.05% +4.39%  
90% offered a salary of more than £33,600 £31,000 £36,450
10% offered a salary of more than £77,500 £55,500 £88,500
UK excluding London median salary £45,000 £45,000 £47,500
% change year-on-year - -5.26%  

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 2077 2635 2743
As % of all permanent IT job vacancies advertised in Scotland 91.18% 90.61% 88.94%
Number of salaries quoted 1306 1701 1676
Median salary £45,000 £47,000 £44,000
Median salary % change year-on-year -4.25% +6.81%  
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 23 March 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 23 March 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 -28 15 £71,500 +50.52% 5
Glasgow -6 6 £48,750 +2.63% 3
Aberdeen - 1 £20,000 -
Fife - 1 - -
South Lanarkshire - 1 £28,000 -
Data Management
UK

Data Management
Top 30 Related IT Skills in Scotland

For the 6 months to 23 March 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 37 (59.68%) Finance
2 29 (46.77%) Data Warehouse
3 23 (37.10%) Data Modelling
3 23 (37.10%) Business Intelligence
4 22 (35.48%) Agile Software Development
5 21 (33.87%) Analytics
6 20 (32.26%) Data Architecture
7 18 (29.03%) Analytical Skills
8 16 (25.81%) Oracle
9 15 (24.19%) Big Data
9 15 (24.19%) Data Integration
9 15 (24.19%) Relational Database
10 14 (22.58%) SQL
10 14 (22.58%) RDBMS
11 13 (20.97%) Waterfall
11 13 (20.97%) Master Data Management
12 12 (19.35%) Metadata Management
12 12 (19.35%) Hadoop
12 12 (19.35%) IBM
13 11 (17.74%) Ontologies
14 10 (16.13%) Machine Learning
14 10 (16.13%) Banking
14 10 (16.13%) ERwin
14 10 (16.13%) SQL Server
15 9 (14.52%) C#
15 9 (14.52%) ETL
15 9 (14.52%) NoSQL
15 9 (14.52%) Taxonomies
16 8 (12.90%) Enterprise Architecture
16 8 (12.90%) Degree

Data Management
Top Related 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 8 (12.90%) SAS
2 5 (8.06%) Apache Spark
3 4 (6.45%) Oracle SOA Suite
4 2 (3.23%) SharePoint
5 1 (1.61%) CMS
5 1 (1.61%) nginx
5 1 (1.61%) Umbraco
5 1 (1.61%) WordPress
Applications
1 1 (1.61%) Adobe Illustrator
1 1 (1.61%) InDesign
1 1 (1.61%) MS Excel
1 1 (1.61%) MS Office
1 1 (1.61%) MS Visio
1 1 (1.61%) Photoshop
1 1 (1.61%) Windchill
Business Applications
1 4 (6.45%) Markit EDM
2 1 (1.61%) Dynamics CRM
2 1 (1.61%) Teamcenter
Cloud Services
1 2 (3.23%) Office 365
2 1 (1.61%) Google Analytics
Communications & Networking
1 2 (3.23%) Internet
2 1 (1.61%) LAN
2 1 (1.61%) WAN
Database & Business Intelligence
1 29 (46.77%) Data Warehouse
2 15 (24.19%) Big Data
2 15 (24.19%) Relational Database
3 14 (22.58%) RDBMS
4 12 (19.35%) Hadoop
5 10 (16.13%) SQL Server
6 9 (14.52%) NoSQL
7 6 (9.68%) BusinessObjects
8 5 (8.06%) Apache Hive
8 5 (8.06%) HBase
8 5 (8.06%) Oracle Database
8 5 (8.06%) Star Schema
9 4 (6.45%) Data Lake
9 4 (6.45%) OLAP
9 4 (6.45%) OLTP
10 3 (4.84%) SQL Server Integration Services
11 2 (3.23%) DataStage
11 2 (3.23%) Geospatial Data
11 2 (3.23%) Oracle BI EE
11 2 (3.23%) SQL Server Reporting Services
Development Applications
1 10 (16.13%) ERwin
2 6 (9.68%) Selenium
3 5 (8.06%) Visual Studio
4 4 (6.45%) MagicDraw
4 4 (6.45%) Team Foundation Server
5 1 (1.61%) Git (software)
5 1 (1.61%) JIRA
5 1 (1.61%) SQL Server Management Studio (SSMS)
5 1 (1.61%) Subversion
General
1 37 (59.68%) Finance
2 10 (16.13%) Banking
3 4 (6.45%) Back Office
3 4 (6.45%) General Ledger
4 2 (3.23%) Manufacturing
4 2 (3.23%) Retail
5 1 (1.61%) Advertising
5 1 (1.61%) Legal
5 1 (1.61%) Marketing
5 1 (1.61%) Pharmaceutical
5 1 (1.61%) Retail Banking
5 1 (1.61%) Telecoms
Job Titles
1 16 (25.81%) Architect
2 12 (19.35%) Data Architect
2 12 (19.35%) Senior Architect
2 12 (19.35%) Senior Data Architect
3 9 (14.52%) Analyst
4 8 (12.90%) Developer
5 6 (9.68%) Consultant
6 4 (6.45%) Applications Engineer
6 4 (6.45%) Business Analyst
6 4 (6.45%) Business Intelligence Consultant
6 4 (6.45%) Information Architect
6 4 (6.45%) Senior Analyst
6 4 (6.45%) Test Engineer
7 3 (4.84%) Business Intelligence Developer
7 3 (4.84%) Business Intelligence Lead
7 3 (4.84%) Data Manager
7 3 (4.84%) DBA
7 3 (4.84%) Designer
7 3 (4.84%) Oracle DBA
8 2 (3.23%) Big Data Consultant
Libraries, Frameworks & Software Standards
1 7 (11.29%) .NET
2 5 (8.06%) Kafka
2 5 (8.06%) XML
3 4 (6.45%) XML Schema
4 3 (4.84%) ASP.NET
5 1 (1.61%) AngularJS
5 1 (1.61%) ASP.NET Web Forms
5 1 (1.61%) CSS
5 1 (1.61%) Django
5 1 (1.61%) Entity Framework
5 1 (1.61%) HTML
5 1 (1.61%) J2EE
5 1 (1.61%) jQuery
5 1 (1.61%) LEMP Stack
5 1 (1.61%) Spring
5 1 (1.61%) WCF
5 1 (1.61%) Web Services
Miscellaneous
1 18 (29.03%) Analytical Skills
2 9 (14.52%) Taxonomies
3 7 (11.29%) Reference Data
4 6 (9.68%) Management Information System
5 4 (6.45%) Computer Science
6 3 (4.84%) Enterprise Software
6 3 (4.84%) Social Media
6 3 (4.84%) Virtual Team
7 2 (3.23%) Data Structures
7 2 (3.23%) Smartphone
8 1 (1.61%) Blog
8 1 (1.61%) Derivative
8 1 (1.61%) Mobile App
8 1 (1.61%) Swaptions
Operating Systems
1 5 (8.06%) Unix
2 1 (1.61%) Linux
2 1 (1.61%) Windows
2 1 (1.61%) Windows Server 2008
2 1 (1.61%) Windows Server 2012
Processes & Methodologies
1 23 (37.10%) Business Intelligence
1 23 (37.10%) Data Modelling
2 22 (35.48%) Agile Software Development
3 21 (33.87%) Analytics
4 20 (32.26%) Data Architecture
5 15 (24.19%) Data Integration
6 13 (20.97%) Master Data Management
6 13 (20.97%) Waterfall
7 12 (19.35%) Metadata Management
8 11 (17.74%) Ontologies
9 10 (16.13%) Machine Learning
10 9 (14.52%) ETL
11 8 (12.90%) Enterprise Architecture
11 8 (12.90%) Open Source
12 7 (11.29%) Data Mapping
12 7 (11.29%) Information Architecture
12 7 (11.29%) Logical Data Model
12 7 (11.29%) Scrum
12 7 (11.29%) SOA
13 6 (9.68%) Data Lineage
Programming Languages
1 14 (22.58%) SQL
2 9 (14.52%) C#
3 3 (4.84%) Java
3 3 (4.84%) Shell Script
4 2 (3.23%) PL/SQL
4 2 (3.23%) T-SQL
5 1 (1.61%) C
5 1 (1.61%) C++
5 1 (1.61%) JavaScript
5 1 (1.61%) Python
5 1 (1.61%) TypeScript
Qualifications
1 8 (12.90%) Degree
2 4 (6.45%) ISEB
3 1 (1.61%) ITIL Certification
3 1 (1.61%) Security Cleared
Quality Assurance & Compliance
1 7 (11.29%) Data Quality
2 4 (6.45%) ISO20022
3 1 (1.61%) 21 CFR Part 11
3 1 (1.61%) EMIR
3 1 (1.61%) GCP
3 1 (1.61%) MiFID
3 1 (1.61%) QA
3 1 (1.61%) UCITS
System Software
1 2 (3.23%) Hyper-V
2 1 (1.61%) Active Directory
Systems Management
1 4 (6.45%) HP Quality Center
Vendors
1 16 (25.81%) Oracle
2 12 (19.35%) IBM
3 8 (12.90%) Teradata
4 6 (9.68%) MicroStrategy
5 4 (6.45%) Cognos
5 4 (6.45%) HP
5 4 (6.45%) SAP
5 4 (6.45%) Tableau
6 3 (4.84%) Salesforce.com
7 2 (3.23%) Informatica
7 2 (3.23%) Microsoft
7 2 (3.23%) Netezza
8 1 (1.61%) Adobe
8 1 (1.61%) AVEVA
8 1 (1.61%) Charles River
8 1 (1.61%) Compuware
8 1 (1.61%) Facebook
8 1 (1.61%) Google
8 1 (1.61%) Pardot
8 1 (1.61%) Twitter
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