The following table provides summary statistics for permanent job vacancies advertised in Manchester with a requirement for Data Cleansing skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Cleansing over the 3 months to 25 April 2017 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
North West / Manchester
3 months to
25 Apr 2017
Same period 2016 Same period 2015
Rank 184 181 190
Rank change year-on-year -3 +9  
Permanent jobs citing Data Cleansing 11 4 5
As % of all permanent IT jobs advertised in Manchester 0.28% 0.12% 0.13%
As % of the Processes & Methodologies category 0.30% 0.13% 0.15%
Number of salaries quoted 11 2 5
Median salary £50,000 £21,750 £45,000
Median salary % change year-on-year +129.88% -51.66%  
UK excluding London median salary £40,000 £41,500 £41,000
% change year-on-year -3.61% +1.21%  

Data Cleansing 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 advertised in Manchester with a requirement for process and methodology skills.

Process & Methodology Skills
Manchester
Permanent job vacancies with a requirement for process and methodology skills 3623 3131 3307
As % of all permanent IT job vacancies advertised in Manchester 91.72% 90.23% 88.73%
Number of salaries quoted 3066 2633 2703
Median salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50%  
90% offered a salary of more than £30,000 £28,500 £27,500
10% offered a salary of more than £62,500 £57,500 £62,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Cleansing
Job Vacancy Trend in Manchester

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

Job vacancy trend for Data Cleansing in Manchester

Data Cleansing
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Cleansing in Manchester.

Salary trend for Data Cleansing in Manchester

Data Cleansing
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Cleansing in Manchester over the 3 months to 25 April 2017.

Salary histogram for Data Cleansing in Manchester

For the 6 months to 25 April 2017, IT jobs citing Data Cleansing also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Manchester region with a requirement for Data Cleansing.

1 16 (88.89%) SQL
2 9 (50.00%) Analytical Skills
3 7 (38.89%) Decision Tree
3 7 (38.89%) Data Modelling
3 7 (38.89%) Tableau
4 6 (33.33%) Microsoft Excel
5 5 (27.78%) PhD
5 5 (27.78%) Predictive Modelling
5 5 (27.78%) Statistical Analysis
6 4 (22.22%) Oracle
7 3 (16.67%) Business Intelligence
7 3 (16.67%) B2B
7 3 (16.67%) Finance
7 3 (16.67%) ETL
7 3 (16.67%) Data Analysis
7 3 (16.67%) Visualisation
7 3 (16.67%) Data Transformation
8 2 (11.11%) AAT
8 2 (11.11%) Data Visualisation
8 2 (11.11%) Analytics
8 2 (11.11%) IFS
8 2 (11.11%) B2B Sales
8 2 (11.11%) Data Management
8 2 (11.11%) SQL Server Reporting Services
8 2 (11.11%) SQL Server Integration Services
8 2 (11.11%) Data Warehouse
8 2 (11.11%) ERP
8 2 (11.11%) PL/SQL
8 2 (11.11%) Python
8 2 (11.11%) Advertising

Data Cleansing
Co-occurring IT Skills in Manchester 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 1 (5.56%) Apache Spark
1 1 (5.56%) SAS
Applications
1 6 (33.33%) Microsoft Excel
2 1 (5.56%) SPSS
Database & Business Intelligence
1 2 (11.11%) Data Warehouse
1 2 (11.11%) SQL Server Integration Services
1 2 (11.11%) SQL Server Reporting Services
2 1 (5.56%) MongoDB
2 1 (5.56%) NoSQL
2 1 (5.56%) OLAP
2 1 (5.56%) QlikView
2 1 (5.56%) Spotfire
2 1 (5.56%) SQL Server
2 1 (5.56%) SQL Server Analysis Services
General
1 3 (16.67%) Finance
2 2 (11.11%) Advertising
3 1 (5.56%) Marketing
Job Titles
1 7 (38.89%) Data Modeller
2 4 (22.22%) Analyst
2 4 (22.22%) Developer
3 3 (16.67%) Data Analyst
4 2 (11.11%) Data Manager
4 2 (11.11%) ETL Developer
4 2 (11.11%) Python Developer
4 2 (11.11%) Systems Analyst
5 1 (5.56%) Analytics Consultant
5 1 (5.56%) Consultant
5 1 (5.56%) Data Analytics Consultant
5 1 (5.56%) Data Consultant
5 1 (5.56%) Data Scientist
5 1 (5.56%) Financial Analyst
5 1 (5.56%) Insight Consultant
5 1 (5.56%) Junior
5 1 (5.56%) Junior Developer
5 1 (5.56%) Junior Salesforce Developer
5 1 (5.56%) Salesforce Developer
5 1 (5.56%) Senior Consultant
Libraries, Frameworks & Software Standards
1 1 (5.56%) CSS
1 1 (5.56%) HTML
1 1 (5.56%) Mason
1 1 (5.56%) MDX
1 1 (5.56%) Visualforce
Miscellaneous
1 9 (50.00%) Analytical Skills
2 1 (5.56%) Algorithms
2 1 (5.56%) Computer Science
Processes & Methodologies
1 7 (38.89%) Data Modelling
1 7 (38.89%) Decision Tree
2 5 (27.78%) Predictive Modelling
2 5 (27.78%) Statistical Analysis
3 3 (16.67%) B2B
3 3 (16.67%) Business Intelligence
3 3 (16.67%) Data Analysis
3 3 (16.67%) Data Transformation
3 3 (16.67%) ETL
3 3 (16.67%) Visualisation
4 2 (11.11%) Analytics
4 2 (11.11%) B2B Sales
4 2 (11.11%) Data Management
4 2 (11.11%) Data Visualisation
4 2 (11.11%) ERP
4 2 (11.11%) Validation
5 1 (5.56%) Data Analytics
5 1 (5.56%) Mathematics
5 1 (5.56%) Software Engineering
5 1 (5.56%) Workflow
Programming Languages
1 16 (88.89%) SQL
2 2 (11.11%) PL/SQL
2 2 (11.11%) Python
3 1 (5.56%) Apex Code
3 1 (5.56%) JavaScript
3 1 (5.56%) R
3 1 (5.56%) T-SQL
Qualifications
1 5 (27.78%) PhD
2 2 (11.11%) AAT
2 2 (11.11%) ACCA
2 2 (11.11%) CIMA
3 1 (5.56%) Degree
Quality Assurance & Compliance
1 1 (5.56%) Data Quality
System Software
1 1 (5.56%) Docker
Vendors
1 7 (38.89%) Tableau
2 4 (22.22%) Oracle
3 2 (11.11%) IFS
3 2 (11.11%) Microsoft
4 1 (5.56%) Salesforce.com
4 1 (5.56%) SAP
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