Period
to 20 September 2018

The following table provides summary statistics for contract job vacancies advertised in the North of England with a requirement for Data Cleansing skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Cleansing over the 6 months to 20 September 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Cleansing (Data Cleaning, Data Scrubbing)
England > North of England
6 months to
20 Sep 2018
Same period 2017 Same period 2016
Rank 285 264 340
Rank change year-on-year -21 +76 -18
Contract jobs citing Data Cleansing 38 41 26
As % of all contract IT jobs advertised in the North of England 0.31% 0.36% 0.16%
As % of the Processes & Methodologies category 0.37% 0.44% 0.19%
Number of daily rates quoted 26 27 19
North of England median daily rate £355 £400 £388
Median daily rate % change year-on-year -11.25% +3.23% +14.81%
10th Percentile £271 £256 £180
90th Percentile £495 £531 £563
England median daily rate £425 £428 £413
% change year-on-year -0.58% +3.64% +10.00%
Number of hourly rates quoted 2 2 0
North of England median hourly rate £24.25 £18.00 -
Median hourly rate % change year-on-year +34.72% - -
England median hourly rate £17.00 £18.00 £16.00
% change year-on-year -5.56% +12.50% -15.79%

Data Cleansing is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the North of England with a requirement for process or methodology skills.

All Process and Methodology Skills
North of England
Contract vacancies with a requirement for process or methodology skills 10,368 9,405 13,681
As % of all contract IT jobs advertised in the North of England 85.31% 83.53% 85.65%
Number of daily rates quoted 6,739 5,946 8,924
North of England median daily rate £405 £400 £393
Median daily rate % change year-on-year +1.25% +1.91% +4.67%
10th Percentile £269 £263 £254
90th Percentile £563 £550 £549
England median daily rate £465 £450 £425
% change year-on-year +3.33% +5.88% +3.03%
Number of hourly rates quoted 414 335 422
North of England median hourly rate £19.25 £20.00 £21.00
Median hourly rate % change year-on-year -3.75% -4.76% +17.42%
10th Percentile £10.91 £10.50 £11.01
90th Percentile £47.50 £48.45 £44.98
England median hourly rate £21.00 £23.00 £23.00
% change year-on-year -8.70% - +4.55%

Data Cleansing
Job Vacancy Trend in the North of England

Job postings citing Data Cleansing as a percentage of all IT jobs advertised in the North of England.

Job vacancy trend for Data Cleansing in the North of England

Data Cleansing
Contractor Daily Rate Trend in the North of England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Cleansing in the North of England.

Contractor daily rate trend for Data Cleansing in the North of England

Data Cleansing
Contractor Daily Rate Histogram in the North of England

The daily rate distribution of IT jobs citing Data Cleansing in the North of England over the 6 months to 20 September 2018.

Contractor daily rate histogram for Data Cleansing in the North of England

Data Cleansing
Contractor Hourly Rate Trend in the North of England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Cleansing in the North of England.

Contractor hourly rate trend for Data Cleansing in the North of England

Data Cleansing
Contract Job Locations in the North of England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Cleansing within the North of England region over the 6 months to 20 September 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
North West -25 16 £375 -6.25% 2
Yorkshire -23 12 £338 -34.15% 11
North East +2 10 £399 +109.87% 4
Data Cleansing
England

For the 6 months to 20 September 2018, IT contractor jobs citing Data Cleansing also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the North of England region with a requirement for Data Cleansing.

1 21 (55.26%) Migration
2 18 (47.37%) SQL
3 16 (42.11%) Data Migration
4 14 (36.84%) ETL
4 14 (36.84%) Data Analysis
5 12 (31.58%) Finance
6 11 (28.95%) Data Modelling
6 11 (28.95%) Business Intelligence
7 10 (26.32%) Data Quality
8 8 (21.05%) Microsoft
9 7 (18.42%) BusinessObjects
9 7 (18.42%) Data Mining
9 7 (18.42%) CRM
10 6 (15.79%) Microsoft Excel
10 6 (15.79%) JavaScript
10 6 (15.79%) Oracle
10 6 (15.79%) ERP
11 5 (13.16%) Maximo
11 5 (13.16%) Power BI
11 5 (13.16%) Validation
11 5 (13.16%) Statistics
12 4 (10.53%) Data Mapping
12 4 (10.53%) Data Architecture
12 4 (10.53%) SQL Server Reporting Services
12 4 (10.53%) Taxonomies
12 4 (10.53%) SQL Server Integration Services
12 4 (10.53%) Retail
12 4 (10.53%) Asset Management
12 4 (10.53%) Python
12 4 (10.53%) Quality Management

Data Cleansing
Co-occurring IT Skills in the North of England 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 3 (7.89%) Apache Spark
2 2 (5.26%) Apache
3 1 (2.63%) SharePoint
Applications
1 6 (15.79%) Microsoft Excel
2 2 (5.26%) Microsoft Office
2 2 (5.26%) Spreadsheet
3 1 (2.63%) Microsoft PowerPoint
3 1 (2.63%) MS Visio
Business Applications
1 5 (13.16%) Maximo
2 2 (5.26%) Dynamics CRM
2 2 (5.26%) Salesforce.com CRM
3 1 (2.63%) Dynamics AX
Cloud Services
1 3 (7.89%) Dynamics 365
2 2 (5.26%) SaaS
3 1 (2.63%) Slack
3 1 (2.63%) Trello
Communications & Networking
1 1 (2.63%) SMS
Database & Business Intelligence
1 7 (18.42%) BusinessObjects
1 7 (18.42%) Data Mining
2 5 (13.16%) Power BI
3 4 (10.53%) SQL Server Integration Services
3 4 (10.53%) SQL Server Reporting Services
4 3 (7.89%) Big Data
4 3 (7.89%) Data Warehouse
4 3 (7.89%) GIS
4 3 (7.89%) SQL Server
5 2 (5.26%) Geospatial Data
5 2 (5.26%) SQL Server Analysis Services
6 1 (2.63%) Crystal Reports
6 1 (2.63%) MarkLogic
6 1 (2.63%) MS Access
6 1 (2.63%) Text Mining
6 1 (2.63%) Triplestore
General
1 12 (31.58%) Finance
2 4 (10.53%) Retail
3 1 (2.63%) Manufacturing
3 1 (2.63%) Marketing
Job Titles
1 15 (39.47%) Analyst
2 11 (28.95%) Data Analyst
3 9 (23.68%) Developer
4 7 (18.42%) Data Manager
5 4 (10.53%) ETL Developer
6 3 (7.89%) Business Analyst
6 3 (7.89%) Data Migration Analyst
6 3 (7.89%) Migration Analyst
6 3 (7.89%) Project Manager
7 2 (5.26%) Administrator
7 2 (5.26%) Analyst Developer
7 2 (5.26%) Business Manager
7 2 (5.26%) Data Migration Developer
7 2 (5.26%) Data Migration Manager
7 2 (5.26%) Developer Analyst
7 2 (5.26%) ETL Analyst
7 2 (5.26%) Migration Manager
7 2 (5.26%) Salesforce Administrator
7 2 (5.26%) SQL Developer
8 1 (2.63%) Data Migration Specialist
Libraries, Frameworks & Software Standards
1 4 (10.53%) XML
2 1 (2.63%) AngularJS
2 1 (2.63%) HTML
2 1 (2.63%) HTML5
2 1 (2.63%) jQuery
2 1 (2.63%) JSON
2 1 (2.63%) Kafka
2 1 (2.63%) OAuth
2 1 (2.63%) REST
2 1 (2.63%) SAML
2 1 (2.63%) Spring
Miscellaneous
1 4 (10.53%) Management Information System
1 4 (10.53%) Taxonomies
2 3 (7.89%) Analytical Skills
3 2 (5.26%) Analytical Mindset
4 1 (2.63%) Algorithms
4 1 (2.63%) Clustering
4 1 (2.63%) Data Structures
4 1 (2.63%) Mainframe
4 1 (2.63%) NHS
4 1 (2.63%) Reference Data
Processes & Methodologies
1 21 (55.26%) Migration
2 16 (42.11%) Data Migration
3 14 (36.84%) Data Analysis
3 14 (36.84%) ETL
4 11 (28.95%) Business Intelligence
4 11 (28.95%) Data Modelling
5 7 (18.42%) CRM
6 6 (15.79%) ERP
7 5 (13.16%) Statistics
7 5 (13.16%) Validation
8 4 (10.53%) Asset Management
8 4 (10.53%) Data Architecture
8 4 (10.53%) Data Mapping
8 4 (10.53%) Problem-Solving
8 4 (10.53%) Quality Management
9 3 (7.89%) Analytics
9 3 (7.89%) Data Reconciliation
9 3 (7.89%) Master Data Management
9 3 (7.89%) Performance Improvement
9 3 (7.89%) Project Management
Programming Languages
1 18 (47.37%) SQL
2 6 (15.79%) JavaScript
3 4 (10.53%) Python
4 2 (5.26%) T-SQL
5 1 (2.63%) C
5 1 (2.63%) C++
5 1 (2.63%) Java
5 1 (2.63%) R
Qualifications
1 2 (5.26%) Security Cleared
Quality Assurance & Compliance
1 10 (26.32%) Data Quality
2 1 (2.63%) GDPR
2 1 (2.63%) PMO
2 1 (2.63%) QA
System Software
1 1 (2.63%) Apache Flume
Systems Management
1 1 (2.63%) Systems Management Server (SMS)
Vendors
1 8 (21.05%) Microsoft
2 6 (15.79%) Oracle
3 3 (7.89%) Salesforce.com
4 2 (5.26%) Adobe
5 1 (2.63%) Attivio
5 1 (2.63%) Google