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 28 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Data Munging (Data Wrangling)
Rank 877 954 991
Rank change year-on-year
+77 +37
Permanent jobs citing Data Munging 22 23 3
As % of all permanent IT jobs located in the UK 0.023% 0.021% 0.003%
As % of the Processes & Methodologies category 0.026% 0.024% 0.003%
Number of salaries quoted 22 21 2
Median salary £80,000 £80,000 £52,250
Median salary % change year-on-year
- +53.11%
90% offered a salary of more than £67,500 £50,000 £52,050
10% offered a salary of more than £120,000 £85,000 £52,450
UK excluding London median salary - £47,500 -

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
84858 95762 99159
As % of all permanent IT jobs located in the UK 88.03% 87.55% 85.33%
Number of salaries quoted 70966 78846 79114
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 £32,500 £30,750
10% offered a salary of more than £78,000 £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 28 August 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 28 August 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 22 £80,000 -
London +46 22 £80,000 -

Data Munging
Top 30 Related IT Skills

For the 6 months to 28 August 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 56 (98.25%) SQL
2 55 (96.49%) Python
3 52 (91.23%) Analytics
4 51 (89.47%) Big Data
5 49 (85.96%) Data Analytics
6 43 (75.44%) R
7 39 (68.42%) Statistical Analysis
8 35 (61.40%) Neo4j
9 34 (59.65%) Unit Testing
9 34 (59.65%) Git (software)
9 34 (59.65%) PostgreSQL
10 32 (56.14%) Hadoop
11 30 (52.63%) Machine Learning
11 30 (52.63%) Apache Spark
12 29 (50.88%) Apache Pig
12 29 (50.88%) Clojure
13 28 (49.12%) Visualisation
13 28 (49.12%) Analytical Skills
14 27 (47.37%) Apache Hive
14 27 (47.37%) PhD
15 26 (45.61%) Amazon AWS
15 26 (45.61%) Open Source
15 26 (45.61%) Computer Science
15 26 (45.61%) Mathematics
15 26 (45.61%) D3.js
15 26 (45.61%) Mahout
16 25 (43.86%) Big Data Analytics
16 25 (43.86%) Data Visualisation
16 25 (43.86%) Natural Language Processing
16 25 (43.86%) 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 (52.63%) Apache Spark
2 29 (50.88%) Apache Pig
3 15 (26.32%) SAS
4 13 (22.81%) Apache
5 10 (17.54%) Elasticsearch
Cloud Services
1 26 (45.61%) Amazon AWS
2 24 (42.11%) Amazon EC2
2 24 (42.11%) Amazon EMR
2 24 (42.11%) Amazon S3
Database & Business Intelligence
1 51 (89.47%) Big Data
2 35 (61.40%) Neo4j
3 34 (59.65%) PostgreSQL
4 32 (56.14%) Hadoop
5 27 (47.37%) Apache Hive
6 26 (45.61%) Mahout
7 24 (42.11%) Data Mining
7 24 (42.11%) Impala
7 24 (42.11%) MongoDB
8 10 (17.54%) Pentaho
9 3 (5.26%) NoSQL
10 2 (3.51%) Data Lake
10 2 (3.51%) Data Warehouse
10 2 (3.51%) HBase
10 2 (3.51%) Relational Database
10 2 (3.51%) Star Schema
Development Applications
1 34 (59.65%) Git (software)
2 24 (42.11%) Jenkins
2 24 (42.11%) Vagrant
2 24 (42.11%) Yeoman
General
1 19 (33.33%) Finance
1 19 (33.33%) Telecoms
2 14 (24.56%) Retail
3 13 (22.81%) Banking
3 13 (22.81%) Manufacturing
4 9 (15.79%) Games
5 1 (1.75%) Marketing
Job Titles
1 42 (73.68%) Data Scientist
2 18 (31.58%) Senior Data Scientist
3 14 (24.56%) Consultant
3 14 (24.56%) Data Consultant
4 13 (22.81%) Analytics Consultant
4 13 (22.81%) Data Analytics Consultant
5 11 (19.30%) Machine Learning Scientist
6 10 (17.54%) Head of IT
7 7 (12.28%) Head of Data Management
8 4 (7.02%) Analytics Manager
8 4 (7.02%) Data Analytics Manager
8 4 (7.02%) Data Manager
8 4 (7.02%) Senior Analytics Manager
8 4 (7.02%) Senior Consultant
8 4 (7.02%) Senior Manager
9 1 (1.75%) Big Data Architect
9 1 (1.75%) Big Data Consultant
9 1 (1.75%) Data Architect
9 1 (1.75%) Machine Learning Developer
9 1 (1.75%) SQL Developer
Libraries, Frameworks & Software Standards
1 26 (45.61%) D3.js
2 25 (43.86%) Natural Language Processing
2 25 (43.86%) scikit-learn
2 25 (43.86%) SciPy
3 24 (42.11%) Cascalog
3 24 (42.11%) Pandas
4 3 (5.26%) SparkR
5 2 (3.51%) Kafka
Miscellaneous
1 28 (49.12%) Analytical Skills
1 28 (49.12%) Visualisation
2 26 (45.61%) Computer Science
2 26 (45.61%) Mathematics
3 16 (28.07%) Statistics
4 14 (24.56%) Physics
5 2 (3.51%) Algorithms
Operating Systems
1 2 (3.51%) Unix
Processes & Methodologies
1 52 (91.23%) Analytics
2 49 (85.96%) Data Analytics
3 39 (68.42%) Statistical Analysis
4 34 (59.65%) Unit Testing
5 30 (52.63%) Machine Learning
6 26 (45.61%) Open Source
7 25 (43.86%) Big Data Analytics
7 25 (43.86%) Data Visualisation
7 25 (43.86%) User Stories
8 24 (42.11%) Computer Vision
8 24 (42.11%) Continuous Integration
8 24 (42.11%) Sentiment Analysis
8 24 (42.11%) Time Series Analysis
9 23 (40.35%) Data Analysis
10 16 (28.07%) Predictive Modelling
11 13 (22.81%) Bioinformatics
11 13 (22.81%) Operations Research
11 13 (22.81%) Presales
12 11 (19.30%) Software Engineering
13 10 (17.54%) Agile Software Development
Programming Languages
1 56 (98.25%) SQL
2 55 (96.49%) Python
3 43 (75.44%) R
4 29 (50.88%) Clojure
5 24 (42.11%) Bash Shell
5 24 (42.11%) Cypher
5 24 (42.11%) VBA
6 5 (8.77%) Java
6 5 (8.77%) Ruby
7 3 (5.26%) MATLAB
8 2 (3.51%) Perl
8 2 (3.51%) Scala
Qualifications
1 27 (47.37%) PhD
System Software
1 24 (42.11%) Virtual Machines
1 24 (42.11%) VirtualBox
Vendors
1 10 (17.54%) Cloudera
1 10 (17.54%) Hortonworks
1 10 (17.54%) RapidMiner
2 2 (3.51%) Tableau