The table below looks at the statistics for Data Analysis skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Analysis over the 3 months to 1 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
1 Jul 2016
Same period 2015 Same period 2014
Data Analysis
Rank 92 93 134
Rank change year-on-year
+1 +41
Permanent jobs citing Data Analysis 74 70 49
As % of all permanent IT jobs located in Scotland 2.60% 2.21% 1.29%
As % of the Processes & Methodologies category 2.88% 2.47% 1.51%
Number of salaries quoted 15 38 21
Median salary £55,000 £37,500 £42,500
Median salary % change year-on-year
+46.66% -11.76%
90% offered a salary of more than £32,750 £24,700 £27,500
10% offered a salary of more than £70,000 £47,950 £55,000
UK excluding London median salary £40,000 £37,500 £37,500
% change year-on-year
+6.66% -
Data Analysis
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Scotland region.

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2572 2835 3251
As % of all permanent IT jobs located in Scotland 90.34% 89.57% 85.89%
Number of salaries quoted 1433 1798 2206
Median salary £45,000 £44,000 £42,500
Median salary % change year-on-year
+2.27% +3.52%
90% offered a salary of more than £30,000 £31,500 £30,000
10% offered a salary of more than £65,000 £60,000 £60,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Analysis
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Data Analysis as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Analysis Jobs Demand Trend in Scotland

Data Analysis
Salary Trend in Scotland

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

Data Analysis Salary Trend in Scotland

Data Analysis
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Analysis across the Scotland region over the 3 months to 1 July 2016.

Data Analysis Salary Histogram in Scotland

Data Analysis
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 Analysis within the Scotland region over the 3 months to 1 July 2016. 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
(Click see detailed
statistics and trends)
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 +31 39 £55,000 +77.41% 4
Glasgow -19 34 £62,500 +47.05% 1
Data Analysis
UK

Data Analysis
Top 30 Related IT Skills in Scotland

For the 6 months to 1 July 2016, IT jobs citing Data Analysis 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 Analysis.

1 92 (57.50%) SQL
2 85 (53.13%) Oracle
3 75 (46.88%) Finance
4 65 (40.63%) Agile Software Development
5 63 (39.38%) Data Warehouse
6 58 (36.25%) Analytical Skills
7 57 (35.63%) Business Intelligence
8 53 (33.13%) Asset Management
9 49 (30.63%) SQL Server
10 47 (29.38%) Scrum
11 41 (25.63%) Stakeholder Management
11 41 (25.63%) Degree
12 36 (22.50%) Microsoft
13 35 (21.88%) Data Mining
14 34 (21.25%) Management Information System
15 32 (20.00%) Data Modelling
16 30 (18.75%) Mentoring
17 29 (18.13%) Business Analysis
18 28 (17.50%) SQL Server Integration Services
19 27 (16.88%) Cognos
19 27 (16.88%) Banking
20 25 (15.63%) Java
21 24 (15.00%) Markit EDM
22 21 (13.13%) ETL
22 21 (13.13%) SDLC
23 20 (12.50%) Dimensional Modelling
24 19 (11.88%) Tableau
25 17 (10.63%) BusinessObjects
25 17 (10.63%) Unix
25 17 (10.63%) Data Management

Data Analysis
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 15 (9.38%) SAS
2 10 (6.25%) Tomcat
3 8 (5.00%) Apache Spark
4 4 (2.50%) Confluence
Applications
1 15 (9.38%) MS Excel
2 4 (2.50%) MS PowerPoint
3 2 (1.25%) MS Office
4 1 (0.63%) Stata
Business Applications
1 24 (15.00%) Markit EDM
2 2 (1.25%) Dynamics CRM
2 2 (1.25%) Endur
2 2 (1.25%) OpenLink RightAngle
Cloud Services
1 1 (0.63%) Google Analytics
Communications & Networking
1 5 (3.13%) Firewall
2 3 (1.88%) Internet
2 3 (1.88%) Intrusion Detection
Database & Business Intelligence
1 63 (39.38%) Data Warehouse
2 49 (30.63%) SQL Server
3 35 (21.88%) Data Mining
4 28 (17.50%) SQL Server Integration Services
5 17 (10.63%) BusinessObjects
5 17 (10.63%) Oracle BI EE
6 15 (9.38%) BusinessObjects XI
6 15 (9.38%) Hadoop
7 13 (8.13%) Big Data
8 12 (7.50%) Oracle Reports
9 11 (6.88%) Oracle Database
9 11 (6.88%) Oracle Database 10g
9 11 (6.88%) Oracle Database 11g
9 11 (6.88%) Oracle ODI
10 10 (6.25%) BODI
10 10 (6.25%) DataStage
10 10 (6.25%) PowerCenter
10 10 (6.25%) QlikView
10 10 (6.25%) Star Schema
11 7 (4.38%) Spotfire
Development Applications
1 11 (6.88%) JIRA
2 9 (5.63%) Git (software)
2 9 (5.63%) Subversion
3 7 (4.38%) Jenkins
4 2 (1.25%) Eclipse
4 2 (1.25%) RubyMine
General
1 75 (46.88%) Finance
2 27 (16.88%) Banking
3 7 (4.38%) Games
4 4 (2.50%) Spanish Language
5 3 (1.88%) Marketing
5 3 (1.88%) Retail
6 2 (1.25%) Back Office
6 2 (1.25%) Financial Institution
6 2 (1.25%) Legal
6 2 (1.25%) Manufacturing
6 2 (1.25%) Publishing
7 1 (0.63%) Retail Banking
Job Titles
1 56 (35.00%) Analyst
2 41 (25.63%) Developer
3 38 (23.75%) Consultant
4 18 (11.25%) Business Intelligence Consultant
5 16 (10.00%) Business Analyst
5 16 (10.00%) Business Consultant
5 16 (10.00%) Technical Analyst
6 13 (8.13%) Senior Developer
7 11 (6.88%) Data Analyst
7 11 (6.88%) Oracle Developer
7 11 (6.88%) Report Developer
7 11 (6.88%) Senior Oracle Developer
8 10 (6.25%) Java Developer
8 10 (6.25%) Lead Developer
8 10 (6.25%) Lead Java Developer
8 10 (6.25%) Senior Consultant
8 10 (6.25%) Technical Business Analyst
9 8 (5.00%) Risk Analyst
9 8 (5.00%) SQL Analyst
10 7 (4.38%) Oracle Consultant
Libraries, Frameworks & Software Standards
1 10 (6.25%) Hibernate
1 10 (6.25%) Spring
2 9 (5.63%) HTML
3 8 (5.00%) D3.js
3 8 (5.00%) XML
4 7 (4.38%) HTML5
5 3 (1.88%) REST
6 2 (1.25%) Ruby on Rails
7 1 (0.63%) CSS
7 1 (0.63%) SOAP
7 1 (0.63%) Web Services
Miscellaneous
1 58 (36.25%) Analytical Skills
2 34 (21.25%) Management Information System
3 14 (8.75%) Computer Science
4 8 (5.00%) Virtual Team
4 8 (5.00%) Visualisation
5 7 (4.38%) Market Risk
6 6 (3.75%) Derivative
6 6 (3.75%) Enterprise Software
6 6 (3.75%) User Experience
7 3 (1.88%) Data Integration
7 3 (1.88%) Mathematics
7 3 (1.88%) Statistics
8 2 (1.25%) Cyber Attack
8 2 (1.25%) Data Centre
8 2 (1.25%) Distributed Denial-of-Service
9 1 (0.63%) Applied Mathematics
9 1 (0.63%) Biology
9 1 (0.63%) Credit Risk
9 1 (0.63%) Data Extraction
9 1 (0.63%) Informatics
Operating Systems
1 17 (10.63%) Unix
2 3 (1.88%) Linux
2 3 (1.88%) Windows
Processes & Methodologies
1 65 (40.63%) Agile Software Development
2 57 (35.63%) Business Intelligence
3 53 (33.13%) Asset Management
4 47 (29.38%) Scrum
5 41 (25.63%) Stakeholder Management
6 32 (20.00%) Data Modelling
7 30 (18.75%) Mentoring
8 29 (18.13%) Business Analysis
9 21 (13.13%) ETL
9 21 (13.13%) SDLC
10 20 (12.50%) Dimensional Modelling
11 17 (10.63%) Data Management
12 14 (8.75%) Analytics
12 14 (8.75%) OO
12 14 (8.75%) User Acceptance Testing
13 13 (8.13%) Waterfall
13 13 (8.13%) Workflow
14 12 (7.50%) CRM
14 12 (7.50%) Technical Analysis
15 11 (6.88%) Risk Management
Programming Languages
1 92 (57.50%) SQL
2 25 (15.63%) Java
3 13 (8.13%) VBA
4 8 (5.00%) PL/SQL
4 8 (5.00%) Python
4 8 (5.00%) Scala
5 2 (1.25%) JavaScript
5 2 (1.25%) Ruby
5 2 (1.25%) XPath
6 1 (0.63%) R
Qualifications
1 41 (25.63%) Degree
2 8 (5.00%) CISSP
3 4 (2.50%) CISA
3 4 (2.50%) CISM
3 4 (2.50%) CRISC
4 3 (1.88%) CEH
4 3 (1.88%) SANS
5 2 (1.25%) PhD
6 1 (0.63%) EnCE
6 1 (0.63%) HND
6 1 (0.63%) SSCP
Quality Assurance & Compliance
1 17 (10.63%) QA
2 3 (1.88%) Data Quality
3 2 (1.25%) COBIT
3 2 (1.25%) ISO/IEC 27001
3 2 (1.25%) SLA
4 1 (0.63%) PCI DSS
Systems Management
1 7 (4.38%) Oozie
1 7 (4.38%) Rundeck
2 1 (0.63%) RSA Archer
Vendors
1 85 (53.13%) Oracle
2 36 (22.50%) Microsoft
3 27 (16.88%) Cognos
4 19 (11.88%) Tableau
5 14 (8.75%) SAP
6 11 (6.88%) Informatica
6 11 (6.88%) Sybase
7 10 (6.25%) Teradata
8 6 (3.75%) MicroStrategy
9 2 (1.25%) OpenLink
9 2 (1.25%) Triple Point
10 1 (0.63%) Google
10 1 (0.63%) Greenplum
10 1 (0.63%) IBM
Edinburgh, Midlothian
Harvey Nash plc
Posted: 6 days ago
Edinburgh
Cathcart Associates
Salary: Benefits
Posted: 7 days ago
Glasgow, Lanarkshire
McGregor Boyall
Posted: 6 days ago