Period
to 19 May 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 19 May 2019 with a comparison to the same period in the previous 2 years.

Data Munging (Data Wrangling)
Scotland > Edinburgh
6 months to
19 May 2019
Same period 2018 Same period 2017
Rank 152 145 -
Rank change year-on-year -7 - -
Permanent jobs citing Data Munging 8 1 0
As % of all permanent IT jobs advertised in Edinburgh 0.31% 0.038% -
As % of the Processes & Methodologies category 0.33% 0.041% -
Number of salaries quoted 8 1 0
Edinburgh median annual salary £57,454 £35,000 -
Median salary % change year-on-year +64.15% - -
Scotland median annual salary £57,454 £35,000 -
% change year-on-year +64.15% - -

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 2,446 2,446 2,103
As % of all permanent IT jobs advertised in Edinburgh 93.61% 93.29% 94.09%
Number of salaries quoted 1,590 1,607 1,358
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £28,475 £28,250 £28,750
90th Percentile £72,500 £70,000 £70,375
Scotland median annual salary £45,000 £45,000 £45,000

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

Data Munging
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Munging in Edinburgh over the 6 months to 19 May 2019.

Salary histogram for Data Munging in Edinburgh

For the 6 months to 19 May 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 8 (100.00%) Python
1 8 (100.00%) Data Modelling
1 8 (100.00%) Banking
1 8 (100.00%) Retail
1 8 (100.00%) Artificial Intelligence
1 8 (100.00%) Robotics
1 8 (100.00%) Visualisation
1 8 (100.00%) Splunk
1 8 (100.00%) Machine Learning
1 8 (100.00%) Analytics
1 8 (100.00%) Algorithms
1 8 (100.00%) scikit-learn
1 8 (100.00%) Robotic Process Automation
1 8 (100.00%) Apache Cassandra
1 8 (100.00%) NoSQL
1 8 (100.00%) Patch Management
1 8 (100.00%) Data Engineering
1 8 (100.00%) Fintech
1 8 (100.00%) Data Science
1 8 (100.00%) Systems Engineering
1 8 (100.00%) Digital Banking
2 5 (62.50%) Matplotlib
2 5 (62.50%) Pandas
2 5 (62.50%) NumPy
3 3 (37.50%) Apache Flex
3 3 (37.50%) Software Engineering
3 3 (37.50%) Analytical Skills
3 3 (37.50%) Apache Spark
3 3 (37.50%) MLlib
3 3 (37.50%) Decision-Making

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:

Application Platforms
1 3 (37.50%) Apache
1 3 (37.50%) Apache Spark
Database & Business Intelligence
1 8 (100.00%) Apache Cassandra
1 8 (100.00%) NoSQL
General
1 8 (100.00%) Banking
1 8 (100.00%) Retail
Job Titles
1 8 (100.00%) Data Scientist
2 3 (37.50%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 8 (100.00%) scikit-learn
2 5 (62.50%) Matplotlib
2 5 (62.50%) NumPy
2 5 (62.50%) Pandas
3 3 (37.50%) Apache Flex
3 3 (37.50%) MLlib
Miscellaneous
1 8 (100.00%) Algorithms
1 8 (100.00%) Fintech
1 8 (100.00%) Robotics
2 3 (37.50%) Analytical Skills
Processes & Methodologies
1 8 (100.00%) Analytics
1 8 (100.00%) Artificial Intelligence
1 8 (100.00%) Data Engineering
1 8 (100.00%) Data Modelling
1 8 (100.00%) Data Science
1 8 (100.00%) Digital Banking
1 8 (100.00%) Machine Learning
1 8 (100.00%) Patch Management
1 8 (100.00%) Robotic Process Automation
1 8 (100.00%) Systems Engineering
1 8 (100.00%) Visualisation
2 3 (37.50%) Decision-Making
2 3 (37.50%) Software Engineering
Programming Languages
1 8 (100.00%) Python
Vendors
1 8 (100.00%) Splunk