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 27 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
27 Feb 2017
Same period 2016 Same period 2015
Data Munging (Data Wrangling)
UK
Rank 844 933 952
Rank change year-on-year
+89 +19
Permanent jobs citing Data Munging 19 20 12
As % of all permanent IT jobs located in the UK 0.023% 0.020% 0.011%
As % of the Processes & Methodologies category 0.025% 0.022% 0.013%
Number of salaries quoted 14 17 7
Median salary £80,000 £50,000 £55,000
Median salary % change year-on-year
+60.00% -9.09%
90% offered a salary of more than £45,450 £45,000 £51,000
10% offered a salary of more than £115,000 £85,000 £75,500
UK excluding London median salary £43,500 £45,000 -
% change year-on-year
-3.33% -

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
74927 89028 92672
As % of all permanent IT jobs located in the UK 88.79% 88.30% 86.70%
Number of salaries quoted 61585 73757 75638
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 £31,500
10% offered a salary of more than £77,000 £75,000 £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 27 February 2017 within the UK.

Data Munging Salary Histogram in the UK

Data Munging
Top 8 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 27 February 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 +88 19 £80,000 +28.00% 3
London +57 11 £85,000 +11.47% 1
South East +55 7 £43,500 -3.33%
Kent - 7 £43,500 -
Folkestone - 4 £43,500 -
City of London - 1 £75,000 -
East of England - 1 £52,500 - 2
Hertfordshire - 1 £52,500 -

Data Munging
Top 30 Related IT Skills

For the 6 months to 27 February 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 25 (100.00%) Python
1 25 (100.00%) R
2 22 (88.00%) SQL
2 22 (88.00%) Visualisation
3 19 (76.00%) Analytics
4 18 (72.00%) Data Visualisation
5 16 (64.00%) Analytical Skills
6 15 (60.00%) Machine Learning
6 15 (60.00%) Big Data
7 13 (52.00%) Finance
8 12 (48.00%) PhD
8 12 (48.00%) Statistics
8 12 (48.00%) Mathematics
9 11 (44.00%) Degree
9 11 (44.00%) Data Analysis
10 10 (40.00%) Hadoop
10 10 (40.00%) Data Analytics
11 9 (36.00%) Marketing
11 9 (36.00%) Statistical Analysis
12 8 (32.00%) Operations Research
12 8 (32.00%) Open Source
12 8 (32.00%) Apache Hive
13 7 (28.00%) scikit-learn
13 7 (28.00%) Mahout
13 7 (28.00%) Tableau
13 7 (28.00%) Neo4j
13 7 (28.00%) Natural Language Processing
13 7 (28.00%) Apache Spark
13 7 (28.00%) Impala
13 7 (28.00%) Time Series Analysis

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 (28.00%) Apache Pig
1 7 (28.00%) Apache Spark
2 4 (16.00%) Apache
3 2 (8.00%) SAS
Applications
1 4 (16.00%) MS PowerPoint
2 3 (12.00%) MS Office
3 2 (8.00%) SPSS
4 1 (4.00%) Gephi
Cloud Services
1 6 (24.00%) Amazon AWS
1 6 (24.00%) Amazon S3
2 5 (20.00%) Amazon EC2
2 5 (20.00%) Amazon EMR
Database & Business Intelligence
1 15 (60.00%) Big Data
2 10 (40.00%) Hadoop
3 8 (32.00%) Apache Hive
4 7 (28.00%) Data Mining
4 7 (28.00%) Impala
4 7 (28.00%) Mahout
4 7 (28.00%) MongoDB
4 7 (28.00%) Neo4j
4 7 (28.00%) PostgreSQL
5 6 (24.00%) NoSQL
6 4 (16.00%) QlikView
7 2 (8.00%) RDBMS
7 2 (8.00%) Relational Database
8 1 (4.00%) Amazon Redshift
Development Applications
1 7 (28.00%) Git (software)
2 5 (20.00%) Jenkins
2 5 (20.00%) Vagrant
2 5 (20.00%) Yeoman
3 2 (8.00%) JIRA
3 2 (8.00%) JUnit
3 2 (8.00%) Subversion
General
1 13 (52.00%) Finance
2 9 (36.00%) Marketing
3 6 (24.00%) Banking
3 6 (24.00%) Retail
4 4 (16.00%) Manufacturing
4 4 (16.00%) Telecoms
Job Titles
1 15 (60.00%) Data Scientist
2 8 (32.00%) Analytics Manager
3 4 (16.00%) Analytics Consultant
3 4 (16.00%) Consultant
3 4 (16.00%) Data Analytics Consultant
3 4 (16.00%) Data Analytics Manager
3 4 (16.00%) Data Consultant
3 4 (16.00%) Data Manager
3 4 (16.00%) Senior Analytics Manager
3 4 (16.00%) Senior Consultant
3 4 (16.00%) Senior Data Scientist
3 4 (16.00%) Senior Manager
4 3 (12.00%) Analyst
4 3 (12.00%) Data Analyst
4 3 (12.00%) Senior Analyst
4 3 (12.00%) Senior Data Analyst
5 2 (8.00%) Big Data Engineer
5 2 (8.00%) Data Engineer
Libraries, Frameworks & Software Standards
1 7 (28.00%) Natural Language Processing
1 7 (28.00%) scikit-learn
2 6 (24.00%) D3.js
3 5 (20.00%) Cascalog
3 5 (20.00%) Pandas
3 5 (20.00%) SciPy
Miscellaneous
1 16 (64.00%) Analytical Skills
2 7 (28.00%) Computer Science
3 3 (12.00%) Algorithms
4 1 (4.00%) Credit Risk
Processes & Methodologies
1 22 (88.00%) Visualisation
2 19 (76.00%) Analytics
3 18 (72.00%) Data Visualisation
4 15 (60.00%) Machine Learning
5 12 (48.00%) Mathematics
5 12 (48.00%) Statistics
6 11 (44.00%) Data Analysis
7 10 (40.00%) Data Analytics
8 9 (36.00%) Statistical Analysis
9 8 (32.00%) Open Source
9 8 (32.00%) Operations Research
10 7 (28.00%) Time Series Analysis
11 6 (24.00%) Resource Management
12 5 (20.00%) Computer Vision
12 5 (20.00%) Continuous Integration
12 5 (20.00%) Linear Algebra
12 5 (20.00%) Sentiment Analysis
12 5 (20.00%) Statistical Modelling
12 5 (20.00%) Unit Testing
13 4 (16.00%) Predictive Modelling
Programming Languages
1 25 (100.00%) Python
1 25 (100.00%) R
2 22 (88.00%) SQL
3 5 (20.00%) Bash Shell
3 5 (20.00%) Clojure
3 5 (20.00%) Cypher
3 5 (20.00%) VBA
4 2 (8.00%) Java
4 2 (8.00%) Scala
5 1 (4.00%) MATLAB
Qualifications
1 12 (48.00%) PhD
2 11 (44.00%) Degree
System Software
1 5 (20.00%) Virtual Machines
1 5 (20.00%) VirtualBox
Vendors
1 7 (28.00%) Tableau
2 4 (16.00%) MicroStrategy
3 3 (12.00%) IBM
London
Parallel Consulting
Salary: £80000 - £130000 per annum
Posted: 5 days ago