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 29 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 Sep 2016
Same period 2015 Same period 2014
Data Munging (Data Wrangling)
Rank 893 937 980
Rank change year-on-year
+44 +43
Permanent jobs citing Data Munging 14 30 4
As % of all permanent IT jobs located in the UK 0.015% 0.027% 0.003%
As % of the Processes & Methodologies category 0.017% 0.031% 0.004%
Number of salaries quoted 12 27 3
Median salary £75,000 £80,000 £52,000
Median salary % change year-on-year
-6.25% +53.84%
90% offered a salary of more than £65,250 £50,000 £46,800
10% offered a salary of more than £115,000 £85,000 £52,400
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
83876 95652 97563
As % of all permanent IT jobs located in the UK 88.27% 87.52% 85.33%
Number of salaries quoted 69767 79052 78125
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 £30,500
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 29 September 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 29 September 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 +49 14 £75,000 -6.25% 1
London +30 14 £75,000 -6.25% 1

Data Munging
Top 30 Related IT Skills

For the 6 months to 29 September 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 45 (97.83%) SQL
2 44 (95.65%) Python
3 42 (91.30%) Analytics
4 41 (89.13%) Big Data
5 37 (80.43%) Data Analytics
6 32 (69.57%) R
6 32 (69.57%) Statistical Analysis
7 25 (54.35%) Hadoop
7 25 (54.35%) PhD
7 25 (54.35%) Machine Learning
8 23 (50.00%) Neo4j
8 23 (50.00%) Analytical Skills
8 23 (50.00%) PostgreSQL
8 23 (50.00%) Visualisation
8 23 (50.00%) Unit Testing
8 23 (50.00%) Git (software)
9 22 (47.83%) Clojure
9 22 (47.83%) Computer Science
9 22 (47.83%) Apache Pig
10 21 (45.65%) Apache Spark
10 21 (45.65%) Mathematics
11 20 (43.48%) Amazon AWS
11 20 (43.48%) Open Source
11 20 (43.48%) Data Mining
11 20 (43.48%) D3.js
11 20 (43.48%) Mahout
11 20 (43.48%) Data Visualisation
11 20 (43.48%) Apache Hive
12 19 (41.30%) Natural Language Processing
12 19 (41.30%) Big Data Analytics

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 22 (47.83%) Apache Pig
2 21 (45.65%) Apache Spark
3 10 (21.74%) Apache
3 10 (21.74%) SAS
4 5 (10.87%) Elasticsearch
Applications
1 2 (4.35%) MS PowerPoint
Cloud Services
1 20 (43.48%) Amazon AWS
2 18 (39.13%) Amazon EC2
2 18 (39.13%) Amazon EMR
2 18 (39.13%) Amazon S3
Database & Business Intelligence
1 41 (89.13%) Big Data
2 25 (54.35%) Hadoop
3 23 (50.00%) Neo4j
3 23 (50.00%) PostgreSQL
4 20 (43.48%) Apache Hive
4 20 (43.48%) Data Mining
4 20 (43.48%) Mahout
5 18 (39.13%) Impala
5 18 (39.13%) MongoDB
6 5 (10.87%) Pentaho
7 4 (8.70%) NoSQL
8 2 (4.35%) Data Lake
8 2 (4.35%) Data Warehouse
8 2 (4.35%) HBase
8 2 (4.35%) QlikView
8 2 (4.35%) Relational Database
8 2 (4.35%) Star Schema
Development Applications
1 23 (50.00%) Git (software)
2 18 (39.13%) Jenkins
2 18 (39.13%) Vagrant
2 18 (39.13%) Yeoman
General
1 18 (39.13%) Finance
2 15 (32.61%) Telecoms
3 10 (21.74%) Banking
3 10 (21.74%) Manufacturing
3 10 (21.74%) Retail
4 9 (19.57%) Games
5 3 (6.52%) Marketing
Job Titles
1 32 (69.57%) Data Scientist
2 19 (41.30%) Senior Data Scientist
3 11 (23.91%) Consultant
3 11 (23.91%) Data Consultant
3 11 (23.91%) Machine Learning Scientist
4 10 (21.74%) Analytics Consultant
4 10 (21.74%) Data Analytics Consultant
5 8 (17.39%) Head of IT
6 7 (15.22%) Analytics Manager
7 5 (10.87%) Data Analytics Manager
7 5 (10.87%) Data Manager
7 5 (10.87%) Head of Data Management
7 5 (10.87%) Senior Analytics Manager
7 5 (10.87%) Senior Consultant
7 5 (10.87%) Senior Manager
8 1 (2.17%) Architect
8 1 (2.17%) Data Architect
8 1 (2.17%) Developer
8 1 (2.17%) Python Developer
8 1 (2.17%) SQL Developer
Libraries, Frameworks & Software Standards
1 20 (43.48%) D3.js
2 19 (41.30%) Natural Language Processing
3 18 (39.13%) Cascalog
3 18 (39.13%) Pandas
3 18 (39.13%) scikit-learn
3 18 (39.13%) SciPy
4 2 (4.35%) Kafka
4 2 (4.35%) SparkR
Miscellaneous
1 23 (50.00%) Analytical Skills
1 23 (50.00%) Visualisation
2 22 (47.83%) Computer Science
3 21 (45.65%) Mathematics
4 16 (34.78%) Statistics
5 12 (26.09%) Physics
6 2 (4.35%) Algorithms
Operating Systems
1 2 (4.35%) Unix
Processes & Methodologies
1 42 (91.30%) Analytics
2 37 (80.43%) Data Analytics
3 32 (69.57%) Statistical Analysis
4 25 (54.35%) Machine Learning
5 23 (50.00%) Unit Testing
6 20 (43.48%) Data Visualisation
6 20 (43.48%) Open Source
7 19 (41.30%) Big Data Analytics
8 18 (39.13%) Computer Vision
8 18 (39.13%) Continuous Integration
8 18 (39.13%) Data Analysis
8 18 (39.13%) Sentiment Analysis
8 18 (39.13%) Time Series Analysis
8 18 (39.13%) User Stories
9 15 (32.61%) Predictive Modelling
10 10 (21.74%) Bioinformatics
10 10 (21.74%) Operations Research
10 10 (21.74%) Presales
11 7 (15.22%) Agile Software Development
12 5 (10.87%) Software Engineering
Programming Languages
1 45 (97.83%) SQL
2 44 (95.65%) Python
3 32 (69.57%) R
4 22 (47.83%) Clojure
5 18 (39.13%) Bash Shell
5 18 (39.13%) Cypher
5 18 (39.13%) VBA
6 4 (8.70%) Java
6 4 (8.70%) Ruby
7 2 (4.35%) MATLAB
7 2 (4.35%) Perl
7 2 (4.35%) Scala
Qualifications
1 25 (54.35%) PhD
2 2 (4.35%) Degree
System Software
1 18 (39.13%) Virtual Machines
1 18 (39.13%) VirtualBox
Vendors
1 5 (10.87%) Cloudera
1 5 (10.87%) Hortonworks
1 5 (10.87%) RapidMiner
2 4 (8.70%) Tableau
3 2 (4.35%) MicroStrategy
London
PwC
Salary: Competitive plus benefits
Posted: 20 days ago