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 21 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
21 Jan 2017
Same period 2016 Same period 2015
Data Munging (Data Wrangling)
UK
Rank 831 909 948
Rank change year-on-year
+78 +39
Permanent jobs citing Data Munging 13 20 3
As % of all permanent IT jobs located in the UK 0.016% 0.020% 0.003%
As % of the Processes & Methodologies category 0.018% 0.023% 0.003%
Number of salaries quoted 9 14 1
Median salary £100,000 £82,500 £55,000
Median salary % change year-on-year
+21.21% +50.00%
UK excluding London median salary £43,500 £65,000 -
% change year-on-year
-33.07% -

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
73134 87529 90334
As % of all permanent IT jobs located in the UK 88.13% 87.67% 86.07%
Number of salaries quoted 60219 72776 74467
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 £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 21 January 2017 within the UK.

Data Munging Salary Histogram in the UK

Data Munging
Top 5 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 21 January 2017. 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 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 +81 13 £100,000 +21.21% 2
London +54 7 £100,500 +21.81% 2
South East - 6 £43,500 -
Kent - 6 £43,500 -
Folkestone - 3 £43,500 -

Data Munging
Top 30 Related IT Skills

For the 6 months to 21 January 2017, 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 24 (100.00%) Python
2 22 (91.67%) SQL
3 21 (87.50%) R
4 20 (83.33%) Analytics
5 18 (75.00%) Visualisation
6 17 (70.83%) Big Data
7 16 (66.67%) Machine Learning
7 16 (66.67%) Data Visualisation
8 15 (62.50%) Analytical Skills
9 14 (58.33%) PhD
10 12 (50.00%) Finance
10 12 (50.00%) Statistical Analysis
10 12 (50.00%) Data Analytics
11 11 (45.83%) Data Analysis
11 11 (45.83%) Statistics
12 10 (41.67%) Degree
12 10 (41.67%) Mathematics
13 9 (37.50%) Computer Science
13 9 (37.50%) Data Mining
13 9 (37.50%) Hadoop
14 8 (33.33%) Git (software)
14 8 (33.33%) Operations Research
15 7 (29.17%) Marketing
15 7 (29.17%) Open Source
15 7 (29.17%) Apache Hive
15 7 (29.17%) MongoDB
15 7 (29.17%) Retail
15 7 (29.17%) PostgreSQL
15 7 (29.17%) scikit-learn
15 7 (29.17%) Natural Language Processing

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 7 (29.17%) Apache Pig
1 7 (29.17%) Apache Spark
2 5 (20.83%) Apache
3 1 (4.17%) SAS
Applications
1 4 (16.67%) MS PowerPoint
2 2 (8.33%) MS Office
3 1 (4.17%) SPSS
Cloud Services
1 6 (25.00%) Amazon AWS
1 6 (25.00%) Amazon EC2
1 6 (25.00%) Amazon EMR
1 6 (25.00%) Amazon S3
Database & Business Intelligence
1 17 (70.83%) Big Data
2 9 (37.50%) Data Mining
2 9 (37.50%) Hadoop
3 7 (29.17%) Apache Hive
3 7 (29.17%) Impala
3 7 (29.17%) Mahout
3 7 (29.17%) MongoDB
3 7 (29.17%) Neo4j
3 7 (29.17%) PostgreSQL
4 6 (25.00%) NoSQL
5 4 (16.67%) QlikView
6 2 (8.33%) RDBMS
6 2 (8.33%) Relational Database
Development Applications
1 8 (33.33%) Git (software)
2 6 (25.00%) Jenkins
2 6 (25.00%) Vagrant
2 6 (25.00%) Yeoman
3 2 (8.33%) JIRA
3 2 (8.33%) JUnit
3 2 (8.33%) Subversion
General
1 12 (50.00%) Finance
2 7 (29.17%) Marketing
2 7 (29.17%) Retail
3 6 (25.00%) Banking
4 5 (20.83%) Manufacturing
4 5 (20.83%) Telecoms
5 1 (4.17%) Games
Job Titles
1 14 (58.33%) Data Scientist
2 9 (37.50%) Analytics Manager
3 7 (29.17%) Senior Data Scientist
4 5 (20.83%) Analytics Consultant
4 5 (20.83%) Consultant
4 5 (20.83%) Data Analytics Consultant
4 5 (20.83%) Data Analytics Manager
4 5 (20.83%) Data Consultant
4 5 (20.83%) Data Manager
4 5 (20.83%) Senior Analytics Manager
4 5 (20.83%) Senior Consultant
4 5 (20.83%) Senior Manager
5 2 (8.33%) Analyst
5 2 (8.33%) Big Data Engineer
5 2 (8.33%) Data Analyst
5 2 (8.33%) Data Engineer
5 2 (8.33%) Machine Learning Scientist
5 2 (8.33%) Senior Analyst
5 2 (8.33%) Senior Data Analyst
6 1 (4.17%) Machine Learning Developer
Libraries, Frameworks & Software Standards
1 7 (29.17%) Natural Language Processing
1 7 (29.17%) scikit-learn
2 6 (25.00%) Cascalog
2 6 (25.00%) D3.js
2 6 (25.00%) Pandas
2 6 (25.00%) SciPy
Miscellaneous
1 18 (75.00%) Visualisation
2 15 (62.50%) Analytical Skills
3 11 (45.83%) Statistics
4 10 (41.67%) Mathematics
5 9 (37.50%) Computer Science
6 3 (12.50%) Algorithms
7 2 (8.33%) Physics
8 1 (4.17%) Economics
Processes & Methodologies
1 20 (83.33%) Analytics
2 16 (66.67%) Data Visualisation
2 16 (66.67%) Machine Learning
3 12 (50.00%) Data Analytics
3 12 (50.00%) Statistical Analysis
4 11 (45.83%) Data Analysis
5 8 (33.33%) Operations Research
6 7 (29.17%) Open Source
6 7 (29.17%) Time Series Analysis
7 6 (25.00%) Computer Vision
7 6 (25.00%) Continuous Integration
7 6 (25.00%) Resource Management
7 6 (25.00%) Sentiment Analysis
7 6 (25.00%) Unit Testing
7 6 (25.00%) User Stories
8 5 (20.83%) Bioinformatics
8 5 (20.83%) Predictive Analytics
8 5 (20.83%) Predictive Modelling
9 4 (16.67%) Agile Software Development
9 4 (16.67%) Project Management
Programming Languages
1 24 (100.00%) Python
2 22 (91.67%) SQL
3 21 (87.50%) R
4 6 (25.00%) Bash Shell
4 6 (25.00%) Clojure
4 6 (25.00%) Cypher
4 6 (25.00%) VBA
5 2 (8.33%) Java
5 2 (8.33%) Scala
Qualifications
1 14 (58.33%) PhD
2 10 (41.67%) Degree
System Software
1 6 (25.00%) Virtual Machines
1 6 (25.00%) VirtualBox
Vendors
1 6 (25.00%) Tableau
2 4 (16.67%) MicroStrategy
3 3 (12.50%) IBM
London
Lawrence Harvey Enterprise
Salary: £45000.00 - £125000 per annum + excellent bonus + bens
Posted: 4 days ago
London
Churchill Frank
Salary: £100000 per annum
Posted: 11 days ago