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

3 months to
27 May 2016
Same period 2015 Same period 2014
Data Munging (Data Wrangling)
Rank 888 932 991
Rank change year-on-year
+44 +59
Permanent jobs citing Data Munging 35 32 9
As % of all permanent IT jobs located in the UK 0.035% 0.030% 0.008%
As % of the Processes & Methodologies category 0.040% 0.035% 0.009%
Number of salaries quoted 32 21 4
Median salary £65,000 £65,000 £40,000
Median salary % change year-on-year
- +62.50%
UK excluding London median salary £45,000 - -

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
87668 92318 100837
As % of all permanent IT jobs located in the UK 87.86% 86.37% 85.33%
Number of salaries quoted 73071 74999 82059
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 £31,500 £31,000
10% offered a salary of more than £75,000 £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 27 May 2016 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 May 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 +9 25 £77,500 +19.23% 3
London +15 21 £85,000 +30.76% 3
City of London +43 2 £45,000 -18.18% 2
Manchester - 2 £65,000 -
North West - 2 £65,000 -
South East - 1 £42,000 -
Hampshire - 1 £42,000 -
Southampton - 1 £42,000 -

Data Munging
Top 30 Related IT Skills

For the 6 months to 27 May 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 52 (94.55%) SQL
2 51 (92.73%) Python
3 49 (89.09%) Big Data
4 48 (87.27%) R
5 44 (80.00%) Analytics
6 41 (74.55%) Data Analytics
7 31 (56.36%) Neo4j
7 31 (56.36%) Mathematics
8 30 (54.55%) PostgreSQL
8 30 (54.55%) Apache Spark
9 29 (52.73%) Statistical Analysis
9 29 (52.73%) Unit Testing
9 29 (52.73%) Hadoop
9 29 (52.73%) Git (software)
10 28 (50.91%) Visualisation
11 27 (49.09%) Machine Learning
11 27 (49.09%) Apache Pig
12 26 (47.27%) Clojure
13 25 (45.45%) Data Visualisation
14 23 (41.82%) Big Data Analytics
14 23 (41.82%) Analytical Skills
15 22 (40.00%) D3.js
15 22 (40.00%) Apache Hive
16 21 (38.18%) Open Source
16 21 (38.18%) Statistics
17 20 (36.36%) Amazon AWS
17 20 (36.36%) Software Engineering
17 20 (36.36%) PhD
17 20 (36.36%) Data Mining
17 20 (36.36%) Mahout

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 30 (54.55%) Apache Spark
2 27 (49.09%) Apache Pig
3 19 (34.55%) SAS
4 12 (21.82%) Elasticsearch
5 9 (16.36%) Apache
Cloud Services
1 20 (36.36%) Amazon AWS
2 18 (32.73%) Amazon EC2
2 18 (32.73%) Amazon EMR
2 18 (32.73%) Amazon S3
Database & Business Intelligence
1 49 (89.09%) Big Data
2 31 (56.36%) Neo4j
3 30 (54.55%) PostgreSQL
4 29 (52.73%) Hadoop
5 22 (40.00%) Apache Hive
6 20 (36.36%) Data Mining
6 20 (36.36%) Mahout
7 18 (32.73%) Impala
8 17 (30.91%) MongoDB
9 12 (21.82%) Pentaho
10 5 (9.09%) NoSQL
11 2 (3.64%) Data Warehouse
11 2 (3.64%) HBase
11 2 (3.64%) Relational Database
11 2 (3.64%) Star Schema
12 1 (1.82%) MySQL
Development Applications
1 29 (52.73%) Git (software)
2 17 (30.91%) Jenkins
2 17 (30.91%) Vagrant
2 17 (30.91%) Yeoman
General
1 17 (30.91%) Telecoms
2 15 (27.27%) Finance
3 12 (21.82%) Retail
4 9 (16.36%) Banking
4 9 (16.36%) Manufacturing
5 3 (5.45%) Games
Job Titles
1 46 (83.64%) Data Scientist
2 10 (18.18%) Consultant
2 10 (18.18%) Data Consultant
3 9 (16.36%) Analytics Consultant
3 9 (16.36%) Data Analytics Consultant
3 9 (16.36%) Senior Data Scientist
4 6 (10.91%) Head of Data Management
4 6 (10.91%) Head of IT
4 6 (10.91%) Machine Learning Scientist
5 1 (1.82%) Architect
5 1 (1.82%) Big Data Architect
5 1 (1.82%) Big Data Consultant
5 1 (1.82%) Data Architect
5 1 (1.82%) Management Consultant
Libraries, Frameworks & Software Standards
1 22 (40.00%) D3.js
2 19 (34.55%) scikit-learn
2 19 (34.55%) SciPy
3 17 (30.91%) Cascalog
3 17 (30.91%) Natural Language Processing
3 17 (30.91%) Pandas
4 7 (12.73%) SparkR
5 2 (3.64%) Kafka
Miscellaneous
1 31 (56.36%) Mathematics
2 28 (50.91%) Visualisation
3 23 (41.82%) Analytical Skills
4 21 (38.18%) Statistics
5 19 (34.55%) Computer Science
6 17 (30.91%) Physics
7 4 (7.27%) Algorithms
Operating Systems
1 2 (3.64%) Unix
Processes & Methodologies
1 44 (80.00%) Analytics
2 41 (74.55%) Data Analytics
3 29 (52.73%) Statistical Analysis
3 29 (52.73%) Unit Testing
4 27 (49.09%) Machine Learning
5 25 (45.45%) Data Visualisation
6 23 (41.82%) Big Data Analytics
7 21 (38.18%) Open Source
8 20 (36.36%) Software Engineering
9 19 (34.55%) Data Analysis
9 19 (34.55%) User Stories
10 17 (30.91%) Continuous Integration
10 17 (30.91%) Time Series Analysis
11 14 (25.45%) Agile Software Development
12 11 (20.00%) Predictive Modelling
13 9 (16.36%) Bioinformatics
13 9 (16.36%) Operations Research
13 9 (16.36%) Presales
14 8 (14.55%) Linear Algebra
15 4 (7.27%) Data Modelling
Programming Languages
1 52 (94.55%) SQL
2 51 (92.73%) Python
3 48 (87.27%) R
4 26 (47.27%) Clojure
5 17 (30.91%) Bash Shell
5 17 (30.91%) VBA
6 9 (16.36%) Java
6 9 (16.36%) Ruby
7 7 (12.73%) MATLAB
8 2 (3.64%) Perl
8 2 (3.64%) Scala
Qualifications
1 20 (36.36%) PhD
2 3 (5.45%) Security Cleared
3 2 (3.64%) DV Cleared
4 1 (1.82%) SC Cleared
System Software
1 17 (30.91%) VirtualBox
Vendors
1 12 (21.82%) Cloudera
1 12 (21.82%) Hortonworks
1 12 (21.82%) RapidMiner
2 3 (5.45%) Microsoft
3 2 (3.64%) Tableau
City, London
Opus Recruitment Solutions Ltd
Salary: £65000 - £90000 per annum
Posted: 4 days ago
City of London
Hays London City Cheapside
Salary: £40000.00 - £50000.00 per annum
Posted: 23 days ago
London
EY
Salary: Competitive
Posted: 9 days ago