Period
to 12 December 2017

The following table provides summary statistics for contract job vacancies advertised in the East Midlands with a requirement for Data Quality skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Quality over the 6 months to 12 December 2017 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 Quality
England > East Midlands
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 116 114 104
Rank change year-on-year -2 -10 +11
Contract jobs citing Data Quality 34 35 39
As % of all contract IT jobs advertised in the East Midlands 1.07% 1.07% 1.24%
As % of the Quality Assurance & Compliance category 10.97% 11.82% 10.54%
Number of daily rates quoted 22 23 26
East Midlands median daily rate £400 £489 £413
Median daily rate % change year-on-year -18.20% +18.55% +3.13%
10th Percentile £357 £306 £236
90th Percentile £681 £655 £475
England median daily rate £460 £450 £450
% change year-on-year +2.11% - +5.88%
Number of hourly rates quoted 2 1 4
East Midlands median hourly rate £14.07 £18.50 £10.61
Median hourly rate % change year-on-year -23.93% +74.45% -
10th Percentile £12.65 £18.25 £9.48
90th Percentile £15.61 £18.75 £12.00
England median hourly rate £20.56 £13.50 £19.50
% change year-on-year +52.31% -30.77% +8.33%

Data Quality is in the Quality Assurance and Compliance category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the East Midlands with a requirement for quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
East Midlands
Contract vacancies with a requirement for quality assurance or compliance skills 310 296 370
As % of all contract IT jobs advertised in the East Midlands 9.71% 9.09% 11.76%
Number of daily rates quoted 196 187 210
East Midlands median daily rate £391 £400 £400
Median daily rate % change year-on-year -2.19% - +14.29%
10th Percentile £253 £175 £235
90th Percentile £580 £615 £500
England median daily rate £450 £425 £413
% change year-on-year +5.88% +3.03% +3.13%
Number of hourly rates quoted 14 21 13
East Midlands median hourly rate £13.50 £12.28 £11.75
Median hourly rate % change year-on-year +9.98% +4.47% -21.67%
10th Percentile £8.44 £8.50 £9.40
90th Percentile £20.25 £33.75 £19.05
England median hourly rate £21.01 £22.50 £22.00
% change year-on-year -6.62% +2.27% +10.00%

Data Quality
Job Vacancy Trend in the East Midlands

Job postings citing Data Quality as a percentage of all IT jobs advertised in the East Midlands.

Job vacancy trend for Data Quality in the East Midlands

Data Quality
Contractor Daily Rate Trend in the East Midlands

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Quality in the East Midlands.

Contractor daily rate trend for Data Quality in the East Midlands

Data Quality
Contractor Daily Rate Histogram in the East Midlands

The daily rate distribution of IT jobs citing Data Quality in the East Midlands over the 6 months to 12 December 2017.

Contractor daily rate histogram for Data Quality in the East Midlands

Data Quality
Contractor Hourly Rate Trend in the East Midlands

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Quality in the East Midlands.

Contractor hourly rate trend for Data Quality in the East Midlands

Data Quality
Contract Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Quality within the East Midlands region over the 6 months to 12 December 2017. 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
Nottinghamshire +10 12 £380 -3.68%
Northamptonshire -2 8 £425 -22.73% 1
Derbyshire 0 5 £413 -
Leicestershire -1 5 £625 -
Lincolnshire -1 2 - -
Data Quality
England

For the 6 months to 12 December 2017, IT contractor jobs citing Data Quality also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the East Midlands region with a requirement for Data Quality.

1 18 (52.94%) ETL
2 16 (47.06%) Migration
3 15 (44.12%) SQL
4 14 (41.18%) Data Migration
5 10 (29.41%) Data Warehouse
5 10 (29.41%) ERP
5 10 (29.41%) Data Modelling
6 9 (26.47%) Data Structures
7 8 (23.53%) Business Intelligence
7 8 (23.53%) Finance
8 7 (20.59%) Data Extraction
8 7 (20.59%) Data Mapping
8 7 (20.59%) Data Analysis
9 6 (17.65%) SAP
10 5 (14.71%) Oracle
10 5 (14.71%) SQL Server
10 5 (14.71%) Python
10 5 (14.71%) PeopleSoft
10 5 (14.71%) Manufacturing
10 5 (14.71%) NHS
10 5 (14.71%) Analytical Skills
10 5 (14.71%) Data Reconciliation
11 4 (11.76%) Analytics
11 4 (11.76%) KYC
11 4 (11.76%) Matrix Organization
11 4 (11.76%) Proactive Management
11 4 (11.76%) MOM
11 4 (11.76%) Project Management
11 4 (11.76%) PLM
11 4 (11.76%) PMP

Data Quality
Co-occurring IT Skills in the East Midlands 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:

Applications
1 2 (5.88%) Microsoft Excel
2 1 (2.94%) Microsoft Office
2 1 (2.94%) Microsoft PowerPoint
2 1 (2.94%) Spreadsheet
Business Applications
1 1 (2.94%) Infor M3
1 1 (2.94%) Oracle EBS
1 1 (2.94%) Oracle EBS R12
Database & Business Intelligence
1 10 (29.41%) Data Warehouse
2 5 (14.71%) SQL Server
3 3 (8.82%) Big Data
3 3 (8.82%) Data Mining
3 3 (8.82%) Relational Database
4 2 (5.88%) OLAP
4 2 (5.88%) PowerCenter
4 2 (5.88%) SQL Server Integration Services
5 1 (2.94%) NoSQL
5 1 (2.94%) QlikView
5 1 (2.94%) RDBMS
5 1 (2.94%) SAP Data Services
5 1 (2.94%) SAP HANA
Development Applications
1 2 (5.88%) ERwin
1 2 (5.88%) Subversion
2 1 (2.94%) PeopleTools
2 1 (2.94%) Talend Open Studio
General
1 8 (23.53%) Finance
2 5 (14.71%) Manufacturing
3 2 (5.88%) Aerospace
3 2 (5.88%) Pharmaceutical
4 1 (2.94%) Retail
4 1 (2.94%) Telecoms
Job Titles
1 16 (47.06%) Analyst
2 15 (44.12%) Data Analyst
3 7 (20.59%) Data Migration Analyst
3 7 (20.59%) Migration Analyst
4 5 (14.71%) Architect
5 3 (8.82%) Data Architect
5 3 (8.82%) Data Modeller
5 3 (8.82%) Data Scientist
6 2 (5.88%) Data Consultant
6 2 (5.88%) Financial Analyst
6 2 (5.88%) Informatica Architect
6 2 (5.88%) Information Analyst
6 2 (5.88%) Machine Learning Scientist
6 2 (5.88%) PeopleSoft Analyst
6 2 (5.88%) Programme Manager
6 2 (5.88%) Project Manager
6 2 (5.88%) Senior Manager
6 2 (5.88%) Senior Programme Manager
6 2 (5.88%) SQL Analyst
6 2 (5.88%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 3 (8.82%) Natural Language Processing
2 2 (5.88%) Ajax
2 2 (5.88%) Deeplearning4j
2 2 (5.88%) MXNet
2 2 (5.88%) TensorFlow
2 2 (5.88%) Theano
2 2 (5.88%) XML
2 2 (5.88%) XSL
2 2 (5.88%) XSLT
3 1 (2.94%) Middleware
Miscellaneous
1 9 (26.47%) Data Structures
2 5 (14.71%) Analytical Skills
2 5 (14.71%) NHS
3 3 (8.82%) Greenfield Project
3 3 (8.82%) Taxonomies
4 2 (5.88%) Mainframe
5 1 (2.94%) Computer Science
5 1 (2.94%) Management Information System
5 1 (2.94%) Reference Data
Processes & Methodologies
1 18 (52.94%) ETL
2 16 (47.06%) Migration
3 14 (41.18%) Data Migration
4 10 (29.41%) Data Modelling
4 10 (29.41%) ERP
5 8 (23.53%) Business Intelligence
6 7 (20.59%) Data Analysis
6 7 (20.59%) Data Extraction
6 7 (20.59%) Data Mapping
7 5 (14.71%) Data Reconciliation
8 4 (11.76%) Analytics
8 4 (11.76%) Data Cleansing
8 4 (11.76%) KYC
8 4 (11.76%) Matrix Organization
8 4 (11.76%) PLM
8 4 (11.76%) Proactive Management
8 4 (11.76%) Project Management
8 4 (11.76%) QMS
8 4 (11.76%) TOGAF
8 4 (11.76%) Visualisation
Programming Languages
1 15 (44.12%) SQL
2 5 (14.71%) Python
3 3 (8.82%) R
4 2 (5.88%) C#
4 2 (5.88%) C++
4 2 (5.88%) Java
4 2 (5.88%) PeopleCode
4 2 (5.88%) Perl
4 2 (5.88%) SQR
5 1 (2.94%) PL/SQL
5 1 (2.94%) T-SQL
5 1 (2.94%) VBA
Qualifications
1 4 (11.76%) Degree
1 4 (11.76%) PMI Certification
1 4 (11.76%) PMP
2 3 (8.82%) Security Cleared
3 2 (5.88%) BPSS Clearance
3 2 (5.88%) SC Cleared
Quality Assurance & Compliance
1 2 (5.88%) 21 CFR Part 11
1 2 (5.88%) CDISC
1 2 (5.88%) GxP
1 2 (5.88%) HL7
2 1 (2.94%) GDPR
2 1 (2.94%) QA
Systems Management
1 4 (11.76%) MOM
Vendors
1 6 (17.65%) SAP
2 5 (14.71%) Oracle
2 5 (14.71%) PeopleSoft
3 2 (5.88%) Informatica
4 1 (2.94%) HP
4 1 (2.94%) Infor
4 1 (2.94%) Microsoft
4 1 (2.94%) Talend