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 6 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 May 2016
Same period 2015 Same period 2014
Data Munging (Data Wrangling)
Rank 903 932 988
Rank change year-on-year
+29 +56
Permanent jobs citing Data Munging 37 35 11
As % of all permanent IT jobs located in the UK 0.036% 0.032% 0.009%
As % of the Processes & Methodologies category 0.041% 0.037% 0.011%
Number of salaries quoted 34 22 6
Median salary £46,250 £76,250 £40,000
Median salary % change year-on-year
-39.34% +90.62%
UK excluding London median salary £45,000 - -

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
89883 95032 102325
As % of all permanent IT jobs located in the UK 87.68% 86.01% 85.28%
Number of salaries quoted 74798 76866 82619
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,000 £30,500
10% offered a salary of more than £75,000 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

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 6 May 2016 within the UK.

Data Munging Salary Histogram in the UK

Data Munging
Top 6 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 6 May 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 +1 25 £77,500 +1.63% 5
London +1 20 £85,000 +11.47% 3
Southampton - 4 £45,000 -
Hampshire - 4 £45,000 -
South East - 4 £45,000 -
City of London +58 1 £45,000 -10.00% 3

Data Munging
Top 30 Related IT Skills

For the 6 months to 6 May 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 50 (90.91%) SQL
1 50 (90.91%) Big Data
2 49 (89.09%) Python
3 48 (87.27%) R
4 46 (83.64%) Analytics
5 41 (74.55%) Data Analytics
6 32 (58.18%) Neo4j
7 31 (56.36%) PostgreSQL
8 30 (54.55%) Statistical Analysis
8 30 (54.55%) Unit Testing
8 30 (54.55%) Git (software)
8 30 (54.55%) Visualisation
8 30 (54.55%) Apache Spark
9 29 (52.73%) Mathematics
10 28 (50.91%) Data Visualisation
11 27 (49.09%) Hadoop
11 27 (49.09%) Apache Pig
12 26 (47.27%) Machine Learning
12 26 (47.27%) Clojure
12 26 (47.27%) Analytical Skills
13 24 (43.64%) D3.js
14 23 (41.82%) Apache Hive
15 22 (40.00%) Open Source
15 22 (40.00%) Big Data Analytics
15 22 (40.00%) Data Mining
16 21 (38.18%) Statistics
16 21 (38.18%) Mahout
16 21 (38.18%) Amazon AWS
17 20 (36.36%) SciPy
17 20 (36.36%) User Stories

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 30 (54.55%) Apache Spark
2 27 (49.09%) Apache Pig
3 18 (32.73%) SAS
4 12 (21.82%) Elasticsearch
5 11 (20.00%) Apache
6 1 (1.82%) ArcGIS
Applications
1 1 (1.82%) Adobe Illustrator
1 1 (1.82%) Gephi
1 1 (1.82%) Photoshop
Cloud Services
1 21 (38.18%) Amazon AWS
2 19 (34.55%) Amazon EC2
2 19 (34.55%) Amazon EMR
2 19 (34.55%) Amazon S3
Database & Business Intelligence
1 50 (90.91%) Big Data
2 32 (58.18%) Neo4j
3 31 (56.36%) PostgreSQL
4 27 (49.09%) Hadoop
5 23 (41.82%) Apache Hive
6 22 (40.00%) Data Mining
7 21 (38.18%) Mahout
8 19 (34.55%) Impala
9 18 (32.73%) MongoDB
10 12 (21.82%) Pentaho
11 5 (9.09%) NoSQL
12 2 (3.64%) Data Warehouse
12 2 (3.64%) HBase
12 2 (3.64%) Relational Database
12 2 (3.64%) Star Schema
13 1 (1.82%) GIS
13 1 (1.82%) MySQL
13 1 (1.82%) QGIS
Development Applications
1 30 (54.55%) Git (software)
2 18 (32.73%) Jenkins
2 18 (32.73%) Vagrant
2 18 (32.73%) Yeoman
General
1 20 (36.36%) Finance
2 19 (34.55%) Telecoms
3 14 (25.45%) Retail
4 11 (20.00%) Banking
4 11 (20.00%) Manufacturing
5 2 (3.64%) Games
6 1 (1.82%) Multimedia
Job Titles
1 45 (81.82%) Data Scientist
2 13 (23.64%) Consultant
2 13 (23.64%) Data Consultant
3 11 (20.00%) Data Analytics Consultant
4 6 (10.91%) Machine Learning Scientist
5 5 (9.09%) Head of Data Management
5 5 (9.09%) Head of IT
6 4 (7.27%) Senior Data Scientist
7 1 (1.82%) Analyst
7 1 (1.82%) Architect
7 1 (1.82%) Big Data Architect
7 1 (1.82%) Big Data Consultant
7 1 (1.82%) Data Analyst
7 1 (1.82%) Data Architect
7 1 (1.82%) Management Consultant
7 1 (1.82%) Senior Analyst
Libraries, Frameworks & Software Standards
1 24 (43.64%) D3.js
2 20 (36.36%) scikit-learn
2 20 (36.36%) SciPy
3 19 (34.55%) Natural Language Processing
4 18 (32.73%) Cascalog
4 18 (32.73%) Pandas
5 5 (9.09%) SparkR
6 2 (3.64%) Kafka
7 1 (1.82%) CSS
7 1 (1.82%) HTML
7 1 (1.82%) HTML5
7 1 (1.82%) PostGIS
7 1 (1.82%) WebGL
Miscellaneous
1 30 (54.55%) Visualisation
2 29 (52.73%) Mathematics
3 26 (47.27%) Analytical Skills
4 21 (38.18%) Statistics
5 20 (36.36%) Computer Science
6 15 (27.27%) Physics
7 5 (9.09%) Algorithms
8 1 (1.82%) Social Media
Operating Systems
1 2 (3.64%) Unix
Processes & Methodologies
1 46 (83.64%) Analytics
2 41 (74.55%) Data Analytics
3 30 (54.55%) Statistical Analysis
3 30 (54.55%) Unit Testing
4 28 (50.91%) Data Visualisation
5 26 (47.27%) Machine Learning
6 22 (40.00%) Big Data Analytics
6 22 (40.00%) Open Source
7 20 (36.36%) Data Analysis
7 20 (36.36%) Software Engineering
7 20 (36.36%) User Stories
8 18 (32.73%) Continuous Integration
8 18 (32.73%) Time Series Analysis
9 16 (29.09%) Agile Software Development
10 11 (20.00%) Bioinformatics
10 11 (20.00%) Operations Research
11 9 (16.36%) Predictive Modelling
12 8 (14.55%) Linear Algebra
12 8 (14.55%) Presales
13 4 (7.27%) Use Case
Programming Languages
1 50 (90.91%) SQL
2 49 (89.09%) Python
3 48 (87.27%) R
4 26 (47.27%) Clojure
5 18 (32.73%) Bash Shell
5 18 (32.73%) VBA
6 8 (14.55%) Java
6 8 (14.55%) Ruby
7 6 (10.91%) MATLAB
8 2 (3.64%) Scala
9 1 (1.82%) JavaScript
Qualifications
1 19 (34.55%) PhD
2 3 (5.45%) Security Cleared
3 2 (3.64%) Degree
3 2 (3.64%) DV Cleared
4 1 (1.82%) SC Cleared
System Software
1 18 (32.73%) VirtualBox
Vendors
1 12 (21.82%) Cloudera
1 12 (21.82%) Hortonworks
1 12 (21.82%) RapidMiner
2 3 (5.45%) Microsoft
3 2 (3.64%) Tableau
4 1 (1.82%) Bloomberg
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