Period
to 21 October 2018

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 21 October 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
Scotland > Glasgow
6 months to
21 Oct 2018
Same period 2017 Same period 2016
Rank 75 115 92
Rank change year-on-year +40 -23 -9
Permanent jobs citing Data Analysis 81 33 54
As % of all permanent IT jobs advertised in Glasgow 3.72% 1.47% 2.38%
As % of the Processes & Methodologies category 3.95% 1.59% 2.53%
Number of salaries quoted 53 15 23
Glasgow median annual salary £50,000 £46,500 £60,000
Median salary % change year-on-year +7.53% -22.50% +67.83%
Scotland median annual salary £38,500 £45,000 £50,000
% change year-on-year -14.44% -10.00% +25.00%

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 2,051 2,071 2,136
As % of all permanent IT jobs advertised in Glasgow 94.30% 92.25% 94.30%
Number of salaries quoted 1,505 1,341 1,128
Glasgow median annual salary £47,500 £46,250 £42,500
Median salary % change year-on-year +2.70% +8.82% -
10th Percentile £31,250 £31,250 £27,750
90th Percentile £65,000 £67,500 £60,000
Scotland median annual salary £45,500 £44,000 £44,000
% change year-on-year +3.41% - +3.53%

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 21 October 2018.

Salary histogram for Data Analysis in Glasgow

For the 6 months to 21 October 2018, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Glasgow region with a requirement for Data Analysis.

1 59 (72.84%) SQL
2 28 (34.57%) Data Warehouse
3 22 (27.16%) Finance
4 21 (25.93%) Python
4 21 (25.93%) Analytical Skills
5 18 (22.22%) Master Data Management
6 17 (20.99%) Agile Software Development
6 17 (20.99%) Business Intelligence
7 16 (19.75%) Degree
8 15 (18.52%) Stakeholder Management
8 15 (18.52%) Microsoft Excel
8 15 (18.52%) Data Mining
8 15 (18.52%) Problem-Solving
9 14 (17.28%) Analytics
9 14 (17.28%) Machine Learning
9 14 (17.28%) QA
10 13 (16.05%) Scrum
10 13 (16.05%) Banking
11 12 (14.81%) ETL
11 12 (14.81%) Visualisation
12 11 (13.58%) Data Science
12 11 (13.58%) SDLC
12 11 (13.58%) Windows
12 11 (13.58%) Investment Banking
13 10 (12.35%) Software Engineering
13 10 (12.35%) Enterprise Architecture
13 10 (12.35%) Data Modelling
13 10 (12.35%) Oracle
13 10 (12.35%) scikit-learn
13 10 (12.35%) Pandas

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 3 (3.70%) SAS
2 1 (1.23%) Apache Spark
Applications
1 15 (18.52%) Microsoft Excel
2 2 (2.47%) Microsoft PowerPoint
3 1 (1.23%) Microsoft Office
Cloud Services
1 7 (8.64%) Amazon AWS
2 5 (6.17%) Amazon Kinesis
2 5 (6.17%) AWS CloudFormation
2 5 (6.17%) AWS Lambda
2 5 (6.17%) Serverless
3 4 (4.94%) GitHub
4 1 (1.23%) Amazon EC2
4 1 (1.23%) Cloud Computing
4 1 (1.23%) Google Cloud Platform
4 1 (1.23%) Microsoft Azure
Communications & Networking
1 1 (1.23%) Network Security
Database & Business Intelligence
1 28 (34.57%) Data Warehouse
2 15 (18.52%) Data Mining
3 9 (11.11%) Big Data
4 7 (8.64%) Oracle Database
4 7 (8.64%) QlikView
4 7 (8.64%) Relational Database
5 6 (7.41%) BusinessObjects
5 6 (7.41%) NoSQL
5 6 (7.41%) RDBMS
5 6 (7.41%) SQL Server
6 4 (4.94%) DB2
6 4 (4.94%) Enterprise Data Warehouse
6 4 (4.94%) Power BI
6 4 (4.94%) SQL Server Integration Services
7 3 (3.70%) Hadoop
7 3 (3.70%) Oracle Database 10g
7 3 (3.70%) Oracle Database 11g
7 3 (3.70%) SQL Server Analysis Services
7 3 (3.70%) SQL Server Reporting Services
7 3 (3.70%) Text Mining
Development Applications
1 5 (6.17%) Git (software)
1 5 (6.17%) Oracle Forms
2 3 (3.70%) ClearCase
2 3 (3.70%) Eclipse
2 3 (3.70%) Hudson
2 3 (3.70%) MagicDraw
2 3 (3.70%) Subversion
3 1 (1.23%) Maven
General
1 22 (27.16%) Finance
2 13 (16.05%) Banking
3 11 (13.58%) Investment Banking
4 8 (9.88%) Law
5 3 (3.70%) Legal
6 1 (1.23%) Financial Institution
6 1 (1.23%) Marketing
Job Titles
1 34 (41.98%) Analyst
2 18 (22.22%) Data Analyst
3 10 (12.35%) Architect
3 10 (12.35%) Data Architect
3 10 (12.35%) Solutions Architect
4 9 (11.11%) Data Scientist
5 8 (9.88%) Business Analyst
5 8 (9.88%) Software Engineer
6 7 (8.64%) Senior Analyst
7 6 (7.41%) Test Analyst
8 5 (6.17%) Data Business Analyst
8 5 (6.17%) Developer
8 5 (6.17%) SQL Analyst
9 4 (4.94%) Senior Business Analyst
9 4 (4.94%) Technical Analyst
9 4 (4.94%) UI Engineer
10 3 (3.70%) Java Engineer
10 3 (3.70%) Java Software Engineer
10 3 (3.70%) Team Leader
10 3 (3.70%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 10 (12.35%) NumPy
1 10 (12.35%) Pandas
1 10 (12.35%) scikit-learn
1 10 (12.35%) SciPy
2 4 (4.94%) ggplot2
2 4 (4.94%) Spring
3 3 (3.70%) Hibernate
3 3 (3.70%) J2EE
3 3 (3.70%) Web Services
4 1 (1.23%) .NET
4 1 (1.23%) .NET Framework
4 1 (1.23%) AngularJS
4 1 (1.23%) ASP.NET
4 1 (1.23%) Ext JS
4 1 (1.23%) Middleware
4 1 (1.23%) Natural Language Processing
4 1 (1.23%) XML
4 1 (1.23%) XSL
Miscellaneous
1 21 (25.93%) Analytical Skills
2 7 (8.64%) Computer Science
3 5 (6.17%) Algorithms
3 5 (6.17%) Fintech
3 5 (6.17%) Greenfield Project
4 3 (3.70%) Data Centre
5 2 (2.47%) Data Structures
6 1 (1.23%) Client/Server
6 1 (1.23%) Management Information System
6 1 (1.23%) Security Operations Centre
Operating Systems
1 11 (13.58%) Windows
2 2 (2.47%) Unix
Processes & Methodologies
1 18 (22.22%) Master Data Management
2 17 (20.99%) Agile Software Development
2 17 (20.99%) Business Intelligence
3 15 (18.52%) Problem-Solving
3 15 (18.52%) Stakeholder Management
4 14 (17.28%) Analytics
4 14 (17.28%) Machine Learning
5 13 (16.05%) Scrum
6 12 (14.81%) ETL
6 12 (14.81%) Visualisation
7 11 (13.58%) Data Science
7 11 (13.58%) SDLC
8 10 (12.35%) Data Architecture
8 10 (12.35%) Data Governance
8 10 (12.35%) Data Modelling
8 10 (12.35%) Enterprise Architecture
8 10 (12.35%) Mentoring
8 10 (12.35%) Software Engineering
8 10 (12.35%) Waterfall
9 9 (11.11%) Risk Management
Programming Languages
1 59 (72.84%) SQL
2 21 (25.93%) Python
3 8 (9.88%) R
4 7 (8.64%) Java
5 6 (7.41%) PL/SQL
6 5 (6.17%) Clojure
6 5 (6.17%) JavaScript
6 5 (6.17%) Lisp
7 3 (3.70%) Scala
7 3 (3.70%) VBA
8 2 (2.47%) SOQL
8 2 (2.47%) T-SQL
9 1 (1.23%) C#
9 1 (1.23%) VB
Qualifications
1 16 (19.75%) Degree
2 4 (4.94%) ISTQB
2 4 (4.94%) ISTQB Foundation Certification
3 1 (1.23%) CISA
3 1 (1.23%) ISACA
3 1 (1.23%) PhD
Quality Assurance & Compliance
1 14 (17.28%) QA
2 1 (1.23%) Data Quality
Vendors
1 10 (12.35%) Oracle
2 8 (9.88%) Tableau
3 6 (7.41%) Cognizant
3 6 (7.41%) SAP
4 5 (6.17%) Microsoft
5 3 (3.70%) Teradata
6 2 (2.47%) Alteryx
6 2 (2.47%) Cognos
6 2 (2.47%) IBM
6 2 (2.47%) MicroStrategy
6 2 (2.47%) OutlookSoft
6 2 (2.47%) Salesforce.com
6 2 (2.47%) Splunk
7 1 (1.23%) Cloudera
7 1 (1.23%) Verint