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

3 months to
29 Jul 2016
Same period 2015 Same period 2014
Data Munging (Data Wrangling)
Rank 887 961 -
Rank change year-on-year
+74 -
Permanent jobs citing Data Munging 31 14 0
As % of all permanent IT jobs located in the UK 0.032% 0.013% -
As % of the Processes & Methodologies category 0.036% 0.015% -
Number of salaries quoted 30 12 0
Median salary £70,000 £50,000 -
Median salary % change year-on-year
+40.00% -
UK excluding London median salary £65,000 £47,500 -
% change year-on-year
+36.84% -

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
86057 95763 100141
As % of all permanent IT jobs located in the UK 87.87% 87.26% 85.38%
Number of salaries quoted 71845 78422 80737
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,000 £31,000
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

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 July 2016 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 29 July 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 +51 30 £70,000 +40.00%
London +72 28 £77,500 +55.00%
Manchester - 2 £65,000 -
City of London - 2 £45,000 -
North West - 2 £65,000 -

Data Munging
Top 30 Related IT Skills

For the 6 months to 29 July 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 66 (97.06%) SQL
2 65 (95.59%) Python
3 62 (91.18%) Big Data
4 59 (86.76%) Analytics
5 56 (82.35%) Data Analytics
6 55 (80.88%) R
7 44 (64.71%) Statistical Analysis
8 40 (58.82%) Neo4j
8 40 (58.82%) Machine Learning
9 38 (55.88%) Apache Spark
9 38 (55.88%) Hadoop
9 38 (55.88%) PostgreSQL
10 37 (54.41%) Git (software)
10 37 (54.41%) Unit Testing
11 35 (51.47%) Mathematics
11 35 (51.47%) Apache Pig
12 34 (50.00%) Visualisation
12 34 (50.00%) Clojure
13 32 (47.06%) PhD
14 31 (45.59%) Computer Science
15 30 (44.12%) Data Mining
15 30 (44.12%) Big Data Analytics
15 30 (44.12%) Data Visualisation
15 30 (44.12%) Apache Hive
15 30 (44.12%) Analytical Skills
16 29 (42.65%) Open Source
17 28 (41.18%) Amazon AWS
17 28 (41.18%) Mahout
18 27 (39.71%) User Stories
18 27 (39.71%) D3.js

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 38 (55.88%) Apache Spark
2 35 (51.47%) Apache Pig
3 20 (29.41%) SAS
4 15 (22.06%) Apache
5 12 (17.65%) Elasticsearch
Cloud Services
1 28 (41.18%) Amazon AWS
2 26 (38.24%) Amazon EC2
2 26 (38.24%) Amazon EMR
2 26 (38.24%) Amazon S3
Database & Business Intelligence
1 62 (91.18%) Big Data
2 40 (58.82%) Neo4j
3 38 (55.88%) Hadoop
3 38 (55.88%) PostgreSQL
4 30 (44.12%) Apache Hive
4 30 (44.12%) Data Mining
5 28 (41.18%) Mahout
6 26 (38.24%) Impala
6 26 (38.24%) MongoDB
7 12 (17.65%) Pentaho
8 4 (5.88%) NoSQL
9 2 (2.94%) Data Lake
9 2 (2.94%) Data Warehouse
9 2 (2.94%) HBase
9 2 (2.94%) Relational Database
9 2 (2.94%) Star Schema
Development Applications
1 37 (54.41%) Git (software)
2 25 (36.76%) Jenkins
2 25 (36.76%) Vagrant
2 25 (36.76%) Yeoman
General
1 22 (32.35%) Telecoms
2 21 (30.88%) Finance
3 17 (25.00%) Retail
4 15 (22.06%) Banking
4 15 (22.06%) Manufacturing
5 9 (13.24%) Games
6 1 (1.47%) Marketing
Job Titles
1 54 (79.41%) Data Scientist
2 18 (26.47%) Senior Data Scientist
3 16 (23.53%) Consultant
3 16 (23.53%) Data Consultant
4 15 (22.06%) Analytics Consultant
4 15 (22.06%) Data Analytics Consultant
5 13 (19.12%) Machine Learning Scientist
6 9 (13.24%) Head of IT
7 7 (10.29%) Head of Data Management
8 3 (4.41%) Analytics Manager
8 3 (4.41%) Data Analytics Manager
8 3 (4.41%) Data Manager
8 3 (4.41%) Senior Analytics Manager
8 3 (4.41%) Senior Consultant
8 3 (4.41%) Senior Manager
9 1 (1.47%) Big Data Architect
9 1 (1.47%) Big Data Consultant
9 1 (1.47%) Data Architect
9 1 (1.47%) Machine Learning Developer
9 1 (1.47%) SQL Developer
Libraries, Frameworks & Software Standards
1 27 (39.71%) D3.js
1 27 (39.71%) scikit-learn
1 27 (39.71%) SciPy
2 26 (38.24%) Natural Language Processing
3 25 (36.76%) Cascalog
3 25 (36.76%) Pandas
4 7 (10.29%) SparkR
5 2 (2.94%) Kafka
Miscellaneous
1 35 (51.47%) Mathematics
2 34 (50.00%) Visualisation
3 31 (45.59%) Computer Science
4 30 (44.12%) Analytical Skills
5 23 (33.82%) Statistics
6 21 (30.88%) Physics
7 3 (4.41%) Algorithms
Operating Systems
1 2 (2.94%) Unix
Processes & Methodologies
1 59 (86.76%) Analytics
2 56 (82.35%) Data Analytics
3 44 (64.71%) Statistical Analysis
4 40 (58.82%) Machine Learning
5 37 (54.41%) Unit Testing
6 30 (44.12%) Big Data Analytics
6 30 (44.12%) Data Visualisation
7 29 (42.65%) Open Source
8 27 (39.71%) User Stories
9 25 (36.76%) Continuous Integration
9 25 (36.76%) Data Analysis
9 25 (36.76%) Time Series Analysis
10 20 (29.41%) Predictive Modelling
11 17 (25.00%) Software Engineering
12 15 (22.06%) Bioinformatics
12 15 (22.06%) Operations Research
13 12 (17.65%) Agile Software Development
13 12 (17.65%) Presales
14 5 (7.35%) Linear Algebra
15 4 (5.88%) Data Modelling
Programming Languages
1 66 (97.06%) SQL
2 65 (95.59%) Python
3 55 (80.88%) R
4 34 (50.00%) Clojure
5 25 (36.76%) Bash Shell
5 25 (36.76%) VBA
6 9 (13.24%) Java
6 9 (13.24%) Ruby
7 7 (10.29%) MATLAB
8 2 (2.94%) Perl
8 2 (2.94%) Scala
Qualifications
1 32 (47.06%) PhD
System Software
1 25 (36.76%) Virtual Machines
1 25 (36.76%) VirtualBox
Vendors
1 12 (17.65%) Cloudera
1 12 (17.65%) Hortonworks
1 12 (17.65%) RapidMiner
2 2 (2.94%) Tableau