Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
Scotland > Glasgow
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 111 82 97
Rank change year-on-year -29 +15 +2
Permanent jobs citing Data Analysis 37 58 64
As % of all permanent IT jobs advertised in Glasgow 1.60% 2.70% 2.46%
As % of the Processes & Methodologies category 1.75% 2.92% 2.69%
Number of salaries quoted 18 26 42
Glasgow median annual salary £45,000 £60,000 £37,250
Median salary % change year-on-year -25.00% +61.07% -12.35%
10th Percentile £33,125 £35,625 £28,750
90th Percentile £61,125 £60,000 £50,650
Scotland median annual salary £45,000 £48,750 £40,000
% change year-on-year -7.69% +21.88% -11.11%

Data Analysis is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Permanent vacancies with a requirement for process or methodology skills 2120 1985 2376
As % of all permanent IT jobs advertised in Glasgow 91.93% 92.54% 91.28%
Number of salaries quoted 1360 1069 1517
Glasgow median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +6.25%
10th Percentile £31,500 £28,750 £28,750
90th Percentile £67,500 £60,000 £60,500
Scotland median annual salary £45,000 £44,500 £42,500
% change year-on-year +1.12% +4.71% +2.41%

Data Analysis
Job Vacancy Trend in Glasgow

Job postings citing Data Analysis as a percentage of all IT jobs advertised in Glasgow.

Job vacancy trend for Data Analysis in Glasgow

Data Analysis
Salary Trend in Glasgow

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

Salary trend for Data Analysis in Glasgow

Data Analysis
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Analysis in Glasgow over the 6 months to 24 November 2017.

Salary histogram for Data Analysis in Glasgow

For the 6 months to 24 November 2017, 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 Glasgow region with a requirement for Data Analysis.

1 21 (56.76%) Analytical Skills
2 18 (48.65%) SQL
3 17 (45.95%) Agile Software Development
4 12 (32.43%) Finance
5 10 (27.03%) Business Intelligence
6 9 (24.32%) Data Warehouse
6 9 (24.32%) Project Management
6 9 (24.32%) Banking
7 8 (21.62%) Data Integration
7 8 (21.62%) SDLC
8 7 (18.92%) BusinessObjects
8 7 (18.92%) XML
9 6 (16.22%) UML
9 6 (16.22%) PL/SQL
9 6 (16.22%) Microsoft
9 6 (16.22%) Data Modelling
9 6 (16.22%) Stakeholder Management
9 6 (16.22%) Scrum
9 6 (16.22%) BusinessObjects Web Intelligence
9 6 (16.22%) User Acceptance Testing
9 6 (16.22%) QA
9 6 (16.22%) Test Planning
9 6 (16.22%) Continuous Improvement
9 6 (16.22%) Scorecard
10 5 (13.51%) Degree
11 4 (10.81%) Visualisation
11 4 (10.81%) Migration
11 4 (10.81%) Legal
11 4 (10.81%) Data Mining
11 4 (10.81%) ERwin

Data Analysis
Co-occurring 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 2 (5.41%) Confluence
2 1 (2.70%) Apache Spark
Applications
1 3 (8.11%) MS Visio
Business Applications
1 1 (2.70%) AquaLogic BPM
1 1 (2.70%) Hyperion Planning
1 1 (2.70%) Oracle BPM
Cloud Services
1 1 (2.70%) SaaS
Communications & Networking
1 1 (2.70%) tcpdump
1 1 (2.70%) Wireshark
Database & Business Intelligence
1 9 (24.32%) Data Warehouse
2 7 (18.92%) BusinessObjects
3 6 (16.22%) BusinessObjects Web Intelligence
4 4 (10.81%) BusinessObjects Business Intelligence
4 4 (10.81%) Data Mining
4 4 (10.81%) Power BI
5 3 (8.11%) Star Schema
6 2 (5.41%) Big Data
6 2 (5.41%) SQL Server
7 1 (2.70%) Apache Hive
7 1 (2.70%) Essbase
7 1 (2.70%) Hadoop
7 1 (2.70%) MySQL
7 1 (2.70%) NoSQL
7 1 (2.70%) Relational Database
Development Applications
1 4 (10.81%) ERwin
2 3 (8.11%) MagicDraw
3 2 (5.41%) Balsamiq Mockups
3 2 (5.41%) JIRA
4 1 (2.70%) Team Foundation Server
General
1 12 (32.43%) Finance
2 9 (24.32%) Banking
3 4 (10.81%) Legal
4 3 (8.11%) Telecoms
5 2 (5.41%) Investment Banking
6 1 (2.70%) Back Office
6 1 (2.70%) Front Office
6 1 (2.70%) Marketing
Job Titles
1 19 (51.35%) Analyst
2 9 (24.32%) Data Analyst
3 8 (21.62%) Business Analyst
4 4 (10.81%) Business Intelligence Specialist
4 4 (10.81%) Developer
4 4 (10.81%) SAP BusinessObjects Specialist
5 3 (8.11%) Architect
5 3 (8.11%) Business Data Analyst
5 3 (8.11%) Information Architect
6 2 (5.41%) Lead Architect
6 2 (5.41%) SAP BusinessObjects (BO) Developer
6 2 (5.41%) Senior Analyst
6 2 (5.41%) Senior Business Analyst
6 2 (5.41%) SQL Analyst
6 2 (5.41%) SQL Data Analyst
7 1 (2.70%) Analytics Manager
7 1 (2.70%) Data Business Analyst
7 1 (2.70%) Data Engineer
7 1 (2.70%) Senior Analytics Manager
7 1 (2.70%) UX Engineer
Libraries, Frameworks & Software Standards
1 7 (18.92%) XML
2 3 (8.11%) XML Schema
3 1 (2.70%) Apache Camel
3 1 (2.70%) Apache MINA
3 1 (2.70%) Bokeh
3 1 (2.70%) CGI
3 1 (2.70%) CSS
3 1 (2.70%) Hibernate
3 1 (2.70%) HTML
3 1 (2.70%) JMS
3 1 (2.70%) Pandas
3 1 (2.70%) PySpark
3 1 (2.70%) SOAP
3 1 (2.70%) SparkR
3 1 (2.70%) Spring
Miscellaneous
1 21 (56.76%) Analytical Skills
2 3 (8.11%) Computer Science
2 3 (8.11%) Taxonomies
2 3 (8.11%) User Experience
3 2 (5.41%) Cyberthreat
3 2 (5.41%) Distributed Denial-of-Service
3 2 (5.41%) Equities
3 2 (5.41%) Fixed Income
3 2 (5.41%) Reference Data
3 2 (5.41%) Social Media
3 2 (5.41%) Virtual Team
4 1 (2.70%) Credit Risk
4 1 (2.70%) Derivative
4 1 (2.70%) Driving Licence
4 1 (2.70%) FMCG
4 1 (2.70%) Greenfield Project
Operating Systems
1 1 (2.70%) Linux
Processes & Methodologies
1 17 (45.95%) Agile Software Development
2 10 (27.03%) Business Intelligence
3 9 (24.32%) Project Management
4 8 (21.62%) Data Integration
4 8 (21.62%) SDLC
5 6 (16.22%) Continuous Improvement
5 6 (16.22%) Data Modelling
5 6 (16.22%) Scorecard
5 6 (16.22%) Scrum
5 6 (16.22%) Stakeholder Management
5 6 (16.22%) Test Planning
5 6 (16.22%) UML
5 6 (16.22%) User Acceptance Testing
6 4 (10.81%) Migration
6 4 (10.81%) Visualisation
7 3 (8.11%) Business Transformation
7 3 (8.11%) Data Management
7 3 (8.11%) Data Migration
7 3 (8.11%) KYC
7 3 (8.11%) Metadata Management
Programming Languages
1 18 (48.65%) SQL
2 6 (16.22%) PL/SQL
3 3 (8.11%) Java
4 2 (5.41%) Python
5 1 (2.70%) C++
5 1 (2.70%) HiveQL
5 1 (2.70%) JavaScript
5 1 (2.70%) Perl
5 1 (2.70%) R
5 1 (2.70%) Scala
5 1 (2.70%) T-SQL
5 1 (2.70%) XPath
Qualifications
1 5 (13.51%) Degree
2 1 (2.70%) Computer Science Degree
Quality Assurance & Compliance
1 6 (16.22%) QA
2 2 (5.41%) Data Quality
2 2 (5.41%) ISO 20022
Vendors
1 6 (16.22%) Microsoft
2 4 (10.81%) SAP
3 3 (8.11%) Teradata
4 2 (5.41%) IBM
4 2 (5.41%) Oracle
5 1 (2.70%) Hyperion
5 1 (2.70%) Informatica
5 1 (2.70%) Intel