The table below looks at the statistics for Data Munging skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Munging over the 3 months to 2 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
2 Dec 2016
Same period 2015 Same period 2014
Data Munging (Data Wrangling)
Rank 872 937 973
Rank change year-on-year
+65 +36
Permanent jobs citing Data Munging 6 31 8
As % of all permanent IT jobs located in the UK 0.007% 0.029% 0.007%
As % of the Processes & Methodologies category 0.007% 0.033% 0.008%
Number of salaries quoted 2 26 5
Median salary £92,500 £82,500 £55,000
Median salary % change year-on-year
+12.12% +50.00%
UK excluding London median salary - £85,000 -

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
80212 94769 98685
As % of all permanent IT jobs located in the UK 88.12% 87.47% 85.65%
Number of salaries quoted 66110 78292 81104
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Munging
Jobs Demand Trend

The demand trend of job ads citing Data Munging as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Munging Jobs Demand Trend in the UK

Data Munging
Salary Trend

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

Data Munging Salary Trend in the UK

Data Munging
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Munging over the 3 months to 2 December 2016 within the UK.

Data Munging Salary Histogram in the UK

Data Munging
Top 2 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Munging within the UK over the 3 months to 2 December 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +65 6 £92,500 +12.12% 2
London +42 6 £92,500 +12.12% 2

Data Munging
Top 30 Related IT Skills

For the 6 months to 2 December 2016, IT jobs citing Data Munging also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Data Munging.

1 27 (100.00%) Python
1 27 (100.00%) SQL
1 27 (100.00%) Analytics
2 25 (92.59%) Big Data
3 22 (81.48%) Data Analytics
4 21 (77.78%) Statistical Analysis
5 19 (70.37%) PhD
5 19 (70.37%) Machine Learning
5 19 (70.37%) R
5 19 (70.37%) Analytical Skills
6 18 (66.67%) Visualisation
7 17 (62.96%) Data Visualisation
8 15 (55.56%) Computer Science
8 15 (55.56%) Data Mining
9 14 (51.85%) Finance
9 14 (51.85%) Data Analysis
9 14 (51.85%) Natural Language Processing
9 14 (51.85%) Hadoop
10 13 (48.15%) VirtualBox
10 13 (48.15%) D3.js
10 13 (48.15%) Mahout
10 13 (48.15%) Clojure
10 13 (48.15%) SciPy
10 13 (48.15%) Apache Hive
10 13 (48.15%) MongoDB
10 13 (48.15%) Unit Testing
10 13 (48.15%) Continuous Integration
10 13 (48.15%) Git (software)
10 13 (48.15%) Amazon EC2
10 13 (48.15%) Amazon S3

Data Munging
Top Related IT Skills 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 13 (48.15%) Apache Pig
2 11 (40.74%) Apache Spark
3 9 (33.33%) Apache
4 1 (3.70%) SAS
Applications
1 4 (14.81%) MS PowerPoint
Cloud Services
1 13 (48.15%) Amazon AWS
1 13 (48.15%) Amazon EC2
1 13 (48.15%) Amazon EMR
1 13 (48.15%) Amazon S3
Database & Business Intelligence
1 25 (92.59%) Big Data
2 15 (55.56%) Data Mining
3 14 (51.85%) Hadoop
4 13 (48.15%) Apache Hive
4 13 (48.15%) Impala
4 13 (48.15%) Mahout
4 13 (48.15%) MongoDB
4 13 (48.15%) Neo4j
4 13 (48.15%) PostgreSQL
5 4 (14.81%) NoSQL
5 4 (14.81%) QlikView
Development Applications
1 13 (48.15%) Git (software)
1 13 (48.15%) Jenkins
1 13 (48.15%) Vagrant
1 13 (48.15%) Yeoman
General
1 14 (51.85%) Finance
2 10 (37.04%) Retail
3 9 (33.33%) Banking
3 9 (33.33%) Manufacturing
3 9 (33.33%) Telecoms
4 6 (22.22%) Marketing
5 5 (18.52%) Games
Job Titles
1 17 (62.96%) Data Scientist
2 11 (40.74%) Senior Data Scientist
3 9 (33.33%) Analytics Consultant
3 9 (33.33%) Analytics Manager
3 9 (33.33%) Consultant
3 9 (33.33%) Data Analytics Consultant
3 9 (33.33%) Data Consultant
4 7 (25.93%) Machine Learning Scientist
5 5 (18.52%) Data Analytics Manager
5 5 (18.52%) Data Manager
5 5 (18.52%) Senior Analytics Manager
5 5 (18.52%) Senior Consultant
5 5 (18.52%) Senior Manager
6 4 (14.81%) Head of IT
7 1 (3.70%) Developer
7 1 (3.70%) Head of Data Management
7 1 (3.70%) Machine Learning Developer
7 1 (3.70%) Python Developer
7 1 (3.70%) SQL Developer
Libraries, Frameworks & Software Standards
1 14 (51.85%) Natural Language Processing
2 13 (48.15%) Cascalog
2 13 (48.15%) D3.js
2 13 (48.15%) Pandas
2 13 (48.15%) scikit-learn
2 13 (48.15%) SciPy
Miscellaneous
1 19 (70.37%) Analytical Skills
2 18 (66.67%) Visualisation
3 15 (55.56%) Computer Science
4 10 (37.04%) Mathematics
4 10 (37.04%) Statistics
5 6 (22.22%) Physics
6 3 (11.11%) Algorithms
Processes & Methodologies
1 27 (100.00%) Analytics
2 22 (81.48%) Data Analytics
3 21 (77.78%) Statistical Analysis
4 19 (70.37%) Machine Learning
5 17 (62.96%) Data Visualisation
6 14 (51.85%) Data Analysis
7 13 (48.15%) Computer Vision
7 13 (48.15%) Continuous Integration
7 13 (48.15%) Open Source
7 13 (48.15%) Sentiment Analysis
7 13 (48.15%) Time Series Analysis
7 13 (48.15%) Unit Testing
7 13 (48.15%) User Stories
8 9 (33.33%) Bioinformatics
8 9 (33.33%) Operations Research
8 9 (33.33%) Predictive Modelling
9 8 (29.63%) Big Data Analytics
10 5 (18.52%) Predictive Analytics
11 4 (14.81%) Agile Software Development
11 4 (14.81%) Resource Management
Programming Languages
1 27 (100.00%) Python
1 27 (100.00%) SQL
2 19 (70.37%) R
3 13 (48.15%) Bash Shell
3 13 (48.15%) Clojure
3 13 (48.15%) Cypher
3 13 (48.15%) VBA
Qualifications
1 19 (70.37%) PhD
2 5 (18.52%) Degree
System Software
1 13 (48.15%) Virtual Machines
1 13 (48.15%) VirtualBox
Vendors
1 4 (14.81%) MicroStrategy
1 4 (14.81%) Tableau