Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Economics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Economics over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Economics
Scotland > Edinburgh
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 151 134 147
Rank change year-on-year -17 +13 -2
Permanent jobs citing Economics 3 1 8
As % of all permanent IT jobs advertised in Edinburgh 0.11% 0.043% 0.26%
As % of the Processes & Methodologies category 0.12% 0.046% 0.29%
Number of salaries quoted 3 0 2
Edinburgh median annual salary £42,500 - £44,500
10th Percentile £38,750 - £33,450
90th Percentile £51,250 - £57,150
Scotland median annual salary £42,500 £25,000 £42,500
% change year-on-year +70.00% -41.18% +51.79%

Economics 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 Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Permanent vacancies with a requirement for process or methodology skills 2473 2163 2776
As % of all permanent IT jobs advertised in Edinburgh 91.02% 92.59% 91.74%
Number of salaries quoted 1493 1404 1751
Edinburgh median annual salary £42,500 £45,000 £43,500
Median salary % change year-on-year -5.56% +3.45% +3.57%
10th Percentile £27,000 £29,750 £27,500
90th Percentile £66,250 £70,000 £65,000
Scotland median annual salary £45,000 £44,500 £42,500
% change year-on-year +1.12% +4.71% +2.41%

Economics
Job Vacancy Trend in Edinburgh

Job postings citing Economics as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Economics in Edinburgh

Economics
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Economics in Edinburgh.

Salary trend for Economics in Edinburgh

For the 6 months to 22 November 2017, IT jobs citing Economics 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 Edinburgh region with a requirement for Economics.

1 3 (100.00%) Mathematics
1 3 (100.00%) Analytics
2 2 (66.67%) Customer Segmentation
2 2 (66.67%) Analytical Skills
2 2 (66.67%) Actionable Insight
2 2 (66.67%) Data Strategy
2 2 (66.67%) Predictive Modelling
2 2 (66.67%) Regression Analysis
2 2 (66.67%) R
2 2 (66.67%) Operations Research
2 2 (66.67%) Marketing
2 2 (66.67%) Customer Insight
2 2 (66.67%) Applied Mathematics
2 2 (66.67%) Psychology
2 2 (66.67%) SQL
2 2 (66.67%) VB
2 2 (66.67%) Python
2 2 (66.67%) Microsoft Excel
2 2 (66.67%) Data Mining
2 2 (66.67%) SAS
3 1 (33.33%) Business Intelligence
3 1 (33.33%) Financial Institution
3 1 (33.33%) Finance
3 1 (33.33%) Banking
3 1 (33.33%) SQL Server Reporting Services
3 1 (33.33%) Data Analysis
3 1 (33.33%) Statistics
3 1 (33.33%) Oracle
3 1 (33.33%) SQL Server
3 1 (33.33%) Visualisation

Economics
Co-occurring IT Skills in Edinburgh 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 (66.67%) SAS
Applications
1 2 (66.67%) Microsoft Excel
Database & Business Intelligence
1 2 (66.67%) Data Mining
2 1 (33.33%) Oracle Database
2 1 (33.33%) SQL Server
2 1 (33.33%) SQL Server Reporting Services
General
1 2 (66.67%) Marketing
2 1 (33.33%) Banking
2 1 (33.33%) Finance
2 1 (33.33%) Financial Institution
Job Titles
1 2 (66.67%) Data Scientist
2 1 (33.33%) Analyst
2 1 (33.33%) Banking Analyst
2 1 (33.33%) Data Analyst
2 1 (33.33%) Report Analyst
Miscellaneous
1 2 (66.67%) Analytical Skills
Processes & Methodologies
1 3 (100.00%) Analytics
1 3 (100.00%) Mathematics
2 2 (66.67%) Actionable Insight
2 2 (66.67%) Applied Mathematics
2 2 (66.67%) Customer Insight
2 2 (66.67%) Customer Segmentation
2 2 (66.67%) Data Strategy
2 2 (66.67%) Operations Research
2 2 (66.67%) Predictive Modelling
2 2 (66.67%) Psychology
2 2 (66.67%) Regression Analysis
3 1 (33.33%) Business Analytics
3 1 (33.33%) Business Intelligence
3 1 (33.33%) Data Analysis
3 1 (33.33%) Data Analytics
3 1 (33.33%) Data Visualisation
3 1 (33.33%) Statistics
3 1 (33.33%) Visualisation
Programming Languages
1 2 (66.67%) Python
1 2 (66.67%) R
1 2 (66.67%) SQL
1 2 (66.67%) VB
Vendors
1 1 (33.33%) Oracle
1 1 (33.33%) Tableau