The following table provides summary statistics for permanent job vacancies with a requirement for Data Munging skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Munging over the 3 months to 26 June 2017 with a comparison to the same period in the previous 2 years.

Data Munging (Data Wrangling)
UK
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 862 898 961
Rank change year-on-year +36 +63  
Permanent jobs citing Data Munging 12 35 23
As % of all permanent IT jobs advertised in the UK 0.013% 0.036% 0.021%
As % of the Processes & Methodologies category 0.015% 0.041% 0.024%
Number of salaries quoted 10 33 16
Median salary £51,250 £70,000 £41,250
Median salary % change year-on-year -26.78% +69.69%  
90% offered a salary of more than £31,500 £45,000 £35,000
10% offered a salary of more than £63,250 £120,000 £87,500
UK excluding London median salary £50,000 £45,000 -
% change year-on-year +11.11% -  

Data Munging is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 80257 86320 97586
As % of all permanent IT job vacancies advertised in the UK 89.74% 88.92% 88.04%
Number of salaries quoted 64749 72153 79773
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £79,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Munging
Job Vacancy Trend

The job posting trend of jobs advertised citing Data Munging as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Munging 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.

Salary trend for Data Munging in the UK

Data Munging
Salary Histogram

The salary distribution of IT jobs citing Data Munging over the 3 months to 26 June 2017.

Salary histogram for Data Munging in the UK

Data Munging
Top 18 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 26 June 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 +21 12 £51,250 -35.93% 2
London +3 4 £57,500 -30.30%
South East - 4 £50,000 -
City of London +26 2 £57,500 +27.77%
North West -36 2 £31,500 -51.53%
Worthing - 2 £47,500 -
Liverpool - 2 £31,500 -
Merseyside - 2 £31,500 -
Oxfordshire - 2 £50,000 -
West Sussex - 2 £47,500 -
Wiltshire - 1 £52,500 -
South West - 1 £52,500 - 1
East of England - 1 £70,000 - 1
Cambridge - 1 £70,000 -
Banbury - 1 £50,000 -
Oxford - 1 £50,000 -
Chippenham - 1 £52,500 -
Cambridgeshire - 1 £70,000 -

For the 6 months to 26 June 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 31 (86.11%) Python
2 28 (77.78%) SQL
3 26 (72.22%) R
4 24 (66.67%) Analytics
5 23 (63.89%) Machine Learning
6 22 (61.11%) Visualisation
7 18 (50.00%) Data Visualisation
8 16 (44.44%) Big Data
8 16 (44.44%) Statistical Analysis
8 16 (44.44%) Analytical Skills
9 15 (41.67%) Hadoop
9 15 (41.67%) Statistics
10 14 (38.89%) Data Analysis
11 13 (36.11%) PhD
11 13 (36.11%) Mathematics
12 12 (33.33%) MongoDB
13 11 (30.56%) Amazon AWS
13 11 (30.56%) Apache Spark
14 10 (27.78%) Data Analytics
14 10 (27.78%) Operations Research
14 10 (27.78%) Degree
14 10 (27.78%) Finance
15 9 (25.00%) Apache Hive
15 9 (25.00%) Open Source
16 8 (22.22%) Apache Pig
16 8 (22.22%) Experimental Design
17 7 (19.44%) scikit-learn
17 7 (19.44%) Impala
17 7 (19.44%) Time Series Analysis
17 7 (19.44%) PostgreSQL

Data Munging
Co-occurring 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 11 (30.56%) Apache Spark
2 8 (22.22%) Apache Pig
3 4 (11.11%) Apache
3 4 (11.11%) SAS
4 1 (2.78%) Apache Solr
4 1 (2.78%) Confluence
4 1 (2.78%) Elasticsearch
Applications
1 6 (16.67%) Microsoft Excel
2 3 (8.33%) Microsoft Office
2 3 (8.33%) SPSS
3 1 (2.78%) Gephi
Cloud Services
1 11 (30.56%) Amazon AWS
2 6 (16.67%) Amazon EMR
2 6 (16.67%) Amazon S3
3 5 (13.89%) Amazon EC2
3 5 (13.89%) Microsoft Azure
4 1 (2.78%) CloudBees
4 1 (2.78%) Cortana Intelligence Suite
4 1 (2.78%) Google Cloud Platform
Communications & Networking
1 1 (2.78%) Intranet
Database & Business Intelligence
1 16 (44.44%) Big Data
2 15 (41.67%) Hadoop
3 12 (33.33%) MongoDB
4 9 (25.00%) Apache Hive
5 7 (19.44%) Impala
5 7 (19.44%) Mahout
5 7 (19.44%) Neo4j
5 7 (19.44%) PostgreSQL
6 6 (16.67%) Data Mining
7 5 (13.89%) NoSQL
8 4 (11.11%) Relational Database
9 3 (8.33%) QlikView
9 3 (8.33%) SQL Server
10 2 (5.56%) Ingres
10 2 (5.56%) MySQL
10 2 (5.56%) Power BI
10 2 (5.56%) RDBMS
10 2 (5.56%) SQLite
11 1 (2.78%) BigQuery
11 1 (2.78%) OpenTSDB
Development Applications
1 7 (19.44%) Git (software)
2 6 (16.67%) Jenkins
3 5 (13.89%) Vagrant
3 5 (13.89%) Yeoman
4 3 (8.33%) JIRA
5 2 (5.56%) JUnit
5 2 (5.56%) Subversion
6 1 (2.78%) RStudio
6 1 (2.78%) Selenium
6 1 (2.78%) SonarQube
6 1 (2.78%) Talend Open Studio
General
1 10 (27.78%) Finance
2 7 (19.44%) Marketing
3 5 (13.89%) Banking
4 4 (11.11%) Retail
5 3 (8.33%) Manufacturing
5 3 (8.33%) Telecoms
6 1 (2.78%) Advertising
6 1 (2.78%) Front Office
Job Titles
1 22 (61.11%) Data Scientist
2 8 (22.22%) Analyst
3 4 (11.11%) Business Systems Analyst
3 4 (11.11%) Consultant
3 4 (11.11%) Data Consultant
3 4 (11.11%) Data Engineer
3 4 (11.11%) Systems Analyst
4 3 (8.33%) Analytics Consultant
4 3 (8.33%) Analytics Manager
4 3 (8.33%) Big Data Engineer
4 3 (8.33%) Data Analytics Consultant
4 3 (8.33%) Data Analytics Manager
4 3 (8.33%) Data Analytics Scientist
4 3 (8.33%) Senior Analyst
4 3 (8.33%) Senior Analytics Manager
4 3 (8.33%) Senior Consultant
4 3 (8.33%) Senior Data Analytics Consultant
4 3 (8.33%) Senior Data Scientist
4 3 (8.33%) Senior Manager
4 3 (8.33%) SQL Analyst
Libraries, Frameworks & Software Standards
1 7 (19.44%) D3.js
1 7 (19.44%) Natural Language Processing
1 7 (19.44%) scikit-learn
2 5 (13.89%) Cascalog
2 5 (13.89%) Pandas
2 5 (13.89%) SciPy
3 2 (5.56%) JSON
3 2 (5.56%) PySpark
3 2 (5.56%) REST
3 2 (5.56%) Web Services
3 2 (5.56%) XML
4 1 (2.78%) HTML
4 1 (2.78%) Kafka
4 1 (2.78%) MLlib
4 1 (2.78%) Regular Expression
4 1 (2.78%) RESTful
4 1 (2.78%) SparkR
4 1 (2.78%) TensorFlow
Miscellaneous
1 16 (44.44%) Analytical Skills
2 7 (19.44%) Computer Science
3 6 (16.67%) Algorithms
4 2 (5.56%) Credit Risk
5 1 (2.78%) Equities
5 1 (2.78%) Linux Command Line
5 1 (2.78%) Machine to Machine
5 1 (2.78%) Semantic Web
5 1 (2.78%) Virtual Team
Operating Systems
1 2 (5.56%) Linux
2 1 (2.78%) Unix
Processes & Methodologies
1 24 (66.67%) Analytics
2 23 (63.89%) Machine Learning
3 22 (61.11%) Visualisation
4 18 (50.00%) Data Visualisation
5 16 (44.44%) Statistical Analysis
6 15 (41.67%) Statistics
7 14 (38.89%) Data Analysis
8 13 (36.11%) Mathematics
9 10 (27.78%) Data Analytics
9 10 (27.78%) Operations Research
10 9 (25.00%) Open Source
11 8 (22.22%) Experimental Design
12 7 (19.44%) Statistical Modelling
12 7 (19.44%) Time Series Analysis
13 6 (16.67%) Continuous Integration
13 6 (16.67%) Predictive Modelling
13 6 (16.67%) Sentiment Analysis
14 5 (13.89%) Computer Vision
14 5 (13.89%) Linear Algebra
14 5 (13.89%) Unit Testing
Programming Languages
1 31 (86.11%) Python
2 28 (77.78%) SQL
3 26 (72.22%) R
4 6 (16.67%) Java
4 6 (16.67%) VBA
5 5 (13.89%) Bash Shell
5 5 (13.89%) Clojure
5 5 (13.89%) Cypher
6 4 (11.11%) Scala
7 3 (8.33%) JavaScript
8 2 (5.56%) T-SQL
9 1 (2.78%) C#
9 1 (2.78%) C++
9 1 (2.78%) MATLAB
Qualifications
1 13 (36.11%) PhD
2 10 (27.78%) Degree
3 3 (8.33%) Master's Degree
4 2 (5.56%) Numerate Degree
5 1 (2.78%) Computer Science Degree
Quality Assurance & Compliance
1 1 (2.78%) GCP
System Software
1 5 (13.89%) Virtual Machines
1 5 (13.89%) VirtualBox
2 1 (2.78%) Docker
Vendors
1 5 (13.89%) Tableau
2 3 (8.33%) IBM
2 3 (8.33%) Oracle
3 1 (2.78%) Alteryx
3 1 (2.78%) Atlassian
3 1 (2.78%) Cloudera
3 1 (2.78%) Datameer
3 1 (2.78%) Google
3 1 (2.78%) Hortonworks
3 1 (2.78%) Informatica
3 1 (2.78%) MapR
3 1 (2.78%) Netezza
3 1 (2.78%) Paxata
3 1 (2.78%) RapidMiner
3 1 (2.78%) Talend
3 1 (2.78%) Teradata
Whitehall, Bristol
Cabinet Office
Posted: 6 days ago