Period
to 14 October 2019

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Munging skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Munging over the 6 months to 14 October 2019 with a comparison to the same period in the previous 2 years.

Data Munging (Data Wrangling)
Scotland > Edinburgh
6 months to
14 Oct 2019
Same period 2018 Same period 2017
Rank 149 146 154
Rank change year-on-year -3 +8 -
Permanent jobs citing Data Munging 3 1 1
As % of all permanent IT jobs advertised in Edinburgh 0.13% 0.040% 0.038%
As % of the Processes & Methodologies category 0.14% 0.042% 0.040%
Number of salaries quoted 3 1 1
Edinburgh median annual salary £35,000 £65,000 £31,000
Median salary % change year-on-year -46.15% +109.68% -
10th Percentile £32,500 £65,000 £30,500
90th Percentile £37,900 £65,000 £31,500
Scotland median annual salary £36,000 £65,000 £31,000
% change year-on-year -44.62% +109.68% -

Data Munging 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 2,142 2,381 2,475
As % of all permanent IT jobs advertised in Edinburgh 93.82% 95.20% 93.29%
Number of salaries quoted 1,209 1,464 1,486
Edinburgh median annual salary £45,100 £47,500 £42,500
Median salary % change year-on-year -5.05% +11.76% -5.56%
10th Percentile £27,750 £29,075 £27,500
90th Percentile £72,500 £75,000 £66,250
Scotland median annual salary £45,000 £45,500 £44,000
% change year-on-year -1.10% +3.41% -

Data Munging
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Data Munging in Edinburgh

Data Munging
Salary Trend in Edinburgh

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

Salary trend for Data Munging in Edinburgh

For the 6 months to 14 October 2019, IT jobs citing Data Munging 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 Edinburgh region with a requirement for Data Munging.

1 3 (100.00%) SQL
1 3 (100.00%) Python
1 3 (100.00%) SQL Server Integration Services
1 3 (100.00%) Visualisation
1 3 (100.00%) R
1 3 (100.00%) Data Visualisation
1 3 (100.00%) Talend
1 3 (100.00%) Alteryx
1 3 (100.00%) Data Transformation

Data Munging
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:

Database & Business Intelligence
1 3 (100.00%) SQL Server Integration Services
Job Titles
1 3 (100.00%) Data Engineer
Processes & Methodologies
1 3 (100.00%) Data Transformation
1 3 (100.00%) Data Visualisation
1 3 (100.00%) Visualisation
Programming Languages
1 3 (100.00%) Python
1 3 (100.00%) R
1 3 (100.00%) SQL
Vendors
1 3 (100.00%) Alteryx
1 3 (100.00%) Talend