Period
to 17 November 2017

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Data Mapping skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Mapping over the 6 months to 17 November 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 Mapping
UK > England
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 422 510 485
Rank change year-on-year +88 -25 -41
Contract jobs citing Data Mapping 503 386 427
As % of all contract IT jobs advertised in England 0.53% 0.39% 0.41%
As % of the Processes & Methodologies category 0.63% 0.47% 0.50%
Number of daily rates quoted 349 252 320
England median daily rate £450 £450 £425
Median daily rate % change year-on-year - +5.88% +0.59%
10th Percentile £325 £313 £297
90th Percentile £588 £636 £551
UK median daily rate £450 £450 £425
% change year-on-year - +5.88% +1.19%
Number of hourly rates quoted 6 1 1
England median hourly rate £35.75 £25.00 £11.00
Median hourly rate % change year-on-year +43.00% +127.27% -26.67%
10th Percentile £14.38 £22.50 £10.50
90th Percentile £119.00 £27.50 £11.50
UK median hourly rate £35.75 £45.00 £11.00
% change year-on-year -20.56% +309.09% -26.67%

Data Mapping 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Contract vacancies with a requirement for process or methodology skills 80039 82853 86098
As % of all contract IT jobs advertised in England 84.68% 84.20% 81.95%
Number of daily rates quoted 53826 55230 56760
England median daily rate £450 £425 £420
Median daily rate % change year-on-year +5.88% +1.19% +5.00%
10th Percentile £288 £265 £263
90th Percentile £638 £613 £600
UK median daily rate £450 £425 £413
% change year-on-year +5.88% +3.03% +3.13%
Number of hourly rates quoted 1870 2132 2519
England median hourly rate £24.00 £24.03 £22.50
Median hourly rate % change year-on-year -0.12% +6.80% +18.42%
10th Percentile £11.35 £11.50 £11.50
90th Percentile £50.00 £48.75 £47.50
UK median hourly rate £23.75 £24.00 £22.50
% change year-on-year -1.04% +6.67% +18.42%

Data Mapping
Job Vacancy Trend in England

Job postings citing Data Mapping as a percentage of all IT jobs advertised in England.

Job vacancy trend for Data Mapping in England

Data Mapping
Contractor Daily Rate Trend in England

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

Contractor daily rate trend for Data Mapping in England

Data Mapping
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Data Mapping in England over the 6 months to 17 November 2017.

Contractor daily rate histogram for Data Mapping in England

Data Mapping
Contractor Hourly Rate Trend in England

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

Contractor hourly rate trend for Data Mapping in England

Data Mapping
Contractor Hourly Rate Histogram in England

The hourly rate distribution of IT jobs citing Data Mapping in England over the 6 months to 17 November 2017.

Contractor hourly rate histogram for Data Mapping in England

Data Mapping
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Mapping within the England region over the 6 months to 17 November 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
London +14 225 £475 +4.80% 7
South East +53 102 £450 -1.37% 6
Midlands +36 55 £425 +2.10% 1
East of England +11 55 £431 -4.17% 3
North of England +67 45 £400 -11.11% 2
West Midlands +28 38 £425 -2.86% 1
North West +34 28 £410 +9.33% 1
East Midlands +5 16 £400 -
South West +3 16 £400 -3.03% 1
Yorkshire +20 10 £388 -22.50% 1
North East +72 7 £180 -50.34%
South Coast -3 1 - -
Data Mapping
UK

For the 6 months to 17 November 2017, IT contractor jobs citing Data Mapping 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 England region with a requirement for Data Mapping.

1 148 (29.42%) SQL
2 131 (26.04%) Migration
3 126 (25.05%) Data Modelling
4 111 (22.07%) Finance
5 109 (21.67%) Data Migration
6 90 (17.89%) Data Analysis
7 83 (16.50%) GDPR
8 74 (14.71%) ETL
9 73 (14.51%) Agile Software Development
10 70 (13.92%) Analytical Skills
11 67 (13.32%) Data Management
12 65 (12.92%) SAP
13 63 (12.52%) Business Analysis
14 62 (12.33%) Data Architecture
14 62 (12.33%) Business Intelligence
15 61 (12.13%) Data Protection
16 58 (11.53%) SQL Server
17 57 (11.33%) Banking
18 56 (11.13%) Data Quality
19 52 (10.34%) XML
20 51 (10.14%) Microsoft
20 51 (10.14%) Data Integration
21 49 (9.74%) Retail
21 49 (9.74%) Data Warehouse
21 49 (9.74%) GAP Analysis
22 46 (9.15%) Stakeholder Management
23 43 (8.55%) Validation
24 42 (8.35%) Oracle
24 42 (8.35%) Data Cleansing
25 40 (7.95%) Microsoft Excel

Data Mapping
Co-occurring IT Skills in 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 9 (1.79%) SharePoint
2 5 (0.99%) Confluence
2 5 (0.99%) Documentum
2 5 (0.99%) SAS
3 3 (0.60%) WebSphere
4 2 (0.40%) Apache Solr
4 2 (0.40%) Apache Spark
4 2 (0.40%) Elasticsearch
4 2 (0.40%) Mule
4 2 (0.40%) SharePoint 2010
5 1 (0.20%) Apache
5 1 (0.20%) Apache Pig
5 1 (0.20%) JBoss
5 1 (0.20%) Oracle SOA Suite
5 1 (0.20%) Tomcat
Applications
1 40 (7.95%) Microsoft Excel
2 38 (7.55%) MS Visio
3 23 (4.57%) Microsoft Office
4 15 (2.98%) Microsoft Project
5 4 (0.80%) Microsoft PowerPoint
5 4 (0.80%) Spreadsheet
6 1 (0.20%) Mingle
Business Applications
1 12 (2.39%) SAP MM
2 10 (1.99%) Lawson
3 8 (1.59%) Salesforce.com CRM
3 8 (1.59%) SAP S/4HANA
4 7 (1.39%) SAP APO
5 6 (1.19%) NetSuite
5 6 (1.19%) SAP MDM
6 5 (0.99%) Maximo
6 5 (0.99%) SAP MDG
7 4 (0.80%) SAP CO
7 4 (0.80%) SAP FI
7 4 (0.80%) SAP FI/CO
8 3 (0.60%) Algo Collateral
8 3 (0.60%) Dynamics CRM
8 3 (0.60%) Workday HCM
9 2 (0.40%) Oracle ERP
9 2 (0.40%) Oracle Financials
9 2 (0.40%) SAP PM
10 1 (0.20%) HFM
10 1 (0.20%) VisionPLUS
Cloud Services
1 10 (1.99%) Taleo
2 6 (1.19%) Boomi
2 6 (1.19%) Microsoft Azure
3 4 (0.80%) Amazon AWS
3 4 (0.80%) SaaS
3 4 (0.80%) Salesforce Sales Cloud
4 2 (0.40%) Adobe Analytics
4 2 (0.40%) Cloud Computing
4 2 (0.40%) SuccessFactors
5 1 (0.20%) Dynamics 365
5 1 (0.20%) IBM Blueworks
5 1 (0.20%) Salesforce Service Cloud
Communications & Networking
1 4 (0.80%) FTP
2 2 (0.40%) LDAP
2 2 (0.40%) Network Security
2 2 (0.40%) SMS
3 1 (0.20%) Internet
Database & Business Intelligence
1 58 (11.53%) SQL Server
2 49 (9.74%) Data Warehouse
3 27 (5.37%) SQL Server Integration Services
4 24 (4.77%) SQL Server Reporting Services
5 18 (3.58%) IBM InfoSphere
6 16 (3.18%) Data Mining
6 16 (3.18%) SQL Server Analysis Services
7 13 (2.58%) MySQL
8 12 (2.39%) Big Data
8 12 (2.39%) Power BI
9 11 (2.19%) Ingres
10 10 (1.99%) Hadoop
11 9 (1.79%) BusinessObjects
11 9 (1.79%) OLAP
11 9 (1.79%) QlikView
11 9 (1.79%) SQL Server 2008
12 8 (1.59%) Geospatial Data
12 8 (1.59%) SAP Data Services
12 8 (1.59%) SQL Server 2016
13 6 (1.19%) MS Access
Development Applications
1 25 (4.97%) JIRA
2 14 (2.78%) Talend Open Studio
3 11 (2.19%) LSMW
4 7 (1.39%) ERwin
4 7 (1.39%) Team Foundation Server
4 7 (1.39%) Visual Studio
5 3 (0.60%) SoapUI
5 3 (0.60%) Toad
6 2 (0.40%) Eclipse
6 2 (0.40%) JIRA Agile
6 2 (0.40%) PowerDesigner
7 1 (0.20%) Cucumber
7 1 (0.20%) FitNesse
7 1 (0.20%) Hudson
7 1 (0.20%) Jenkins
7 1 (0.20%) Oracle APEX
7 1 (0.20%) Oracle Forms
7 1 (0.20%) PeopleTools
7 1 (0.20%) SpecFlow
General
1 111 (22.07%) Finance
2 57 (11.33%) Banking
3 49 (9.74%) Retail
4 32 (6.36%) Legal
5 20 (3.98%) Law
6 19 (3.78%) Marketing
7 14 (2.78%) Pharmaceutical
8 12 (2.39%) Investment Banking
9 10 (1.99%) General Ledger
10 9 (1.79%) Manufacturing
11 8 (1.59%) Front Office
12 6 (1.19%) Wholesale Banking
13 5 (0.99%) Billing
13 5 (0.99%) Publishing
14 3 (0.60%) Advertising
14 3 (0.60%) Electronics
14 3 (0.60%) Retail Banking
14 3 (0.60%) Telecoms
15 2 (0.40%) Private Banking
16 1 (0.20%) Corporate Banking
Job Titles
1 287 (57.06%) Analyst
2 163 (32.41%) Business Analyst
3 102 (20.28%) Data Analyst
4 71 (14.12%) Architect
5 55 (10.93%) Data Architect
6 49 (9.74%) Consultant
6 49 (9.74%) Data Business Analyst
7 35 (6.96%) Developer
8 32 (6.36%) GDPR Business Analyst
9 21 (4.17%) SAP Analyst
9 21 (4.17%) SAP Data Analyst
10 19 (3.78%) Project Manager
11 18 (3.58%) Financial Analyst
12 15 (2.98%) Business Systems Analyst
12 15 (2.98%) Systems Analyst
13 14 (2.78%) Business Data Analyst
13 14 (2.78%) SQL Analyst
14 13 (2.58%) Banking Analyst
14 13 (2.58%) Data Migration Analyst
14 13 (2.58%) Migration Analyst
Libraries, Frameworks & Software Standards
1 52 (10.34%) XML
2 37 (7.36%) Middleware
3 25 (4.97%) XSLT
4 8 (1.59%) REST
5 7 (1.39%) FpML
5 7 (1.39%) Web Services
5 7 (1.39%) XML Schema
6 5 (0.99%) .NET
6 5 (0.99%) Oracle Fusion
6 5 (0.99%) SOAP
6 5 (0.99%) XSD
7 4 (0.80%) JSON
8 3 (0.60%) CSS
8 3 (0.60%) HTML
8 3 (0.60%) J2EE
8 3 (0.60%) RESTful
9 2 (0.40%) AngularJS
9 2 (0.40%) COM
9 2 (0.40%) Elastic Stack
9 2 (0.40%) HTML5
Miscellaneous
1 70 (13.92%) Analytical Skills
2 23 (4.57%) Management Information System
3 21 (4.17%) Data Structures
4 19 (3.78%) Data Protection Act
5 18 (3.58%) Reference Data
6 11 (2.19%) Derivative
7 9 (1.79%) Fixed Income
7 9 (1.79%) Greenfield Project
8 8 (1.59%) Foreign Exchange (FX)
9 7 (1.39%) Equities
9 7 (1.39%) Fintech
9 7 (1.39%) User Experience
10 6 (1.19%) AS400
10 6 (1.19%) Virtual Team
11 5 (0.99%) Market Risk
11 5 (0.99%) NHS
12 4 (0.80%) Computer Science
12 4 (0.80%) Equity Derivative
13 3 (0.60%) Algorithms
13 3 (0.60%) Wiki
Operating Systems
1 6 (1.19%) Windows
2 4 (0.80%) Linux
3 2 (0.40%) Unix
3 2 (0.40%) Windows 10
4 1 (0.20%) Oracle Linux
4 1 (0.20%) zOS
Processes & Methodologies
1 131 (26.04%) Migration
2 126 (25.05%) Data Modelling
3 109 (21.67%) Data Migration
4 90 (17.89%) Data Analysis
5 74 (14.71%) ETL
6 73 (14.51%) Agile Software Development
7 67 (13.32%) Data Management
8 63 (12.52%) Business Analysis
9 62 (12.33%) Business Intelligence
9 62 (12.33%) Data Architecture
10 61 (12.13%) Data Protection
11 51 (10.14%) Data Integration
12 49 (9.74%) GAP Analysis
13 46 (9.15%) Stakeholder Management
14 43 (8.55%) Validation
15 42 (8.35%) Data Cleansing
16 37 (7.36%) UML
17 34 (6.76%) Scrum
18 33 (6.56%) Analytics
19 32 (6.36%) Master Data Management
Programming Languages
1 148 (29.42%) SQL
2 30 (5.96%) T-SQL
3 15 (2.98%) PL/SQL
4 10 (1.99%) VBA
5 9 (1.79%) C#
6 7 (1.39%) Data Analysis Expressions (DAX)
7 5 (0.99%) Java
8 3 (0.60%) ABAP
8 3 (0.60%) Scala
9 2 (0.40%) JavaScript
9 2 (0.40%) PeopleCode
9 2 (0.40%) Python
9 2 (0.40%) R
9 2 (0.40%) SAS Macro
9 2 (0.40%) SQR
10 1 (0.20%) ActionScript
10 1 (0.20%) ActionScript 2.0
10 1 (0.20%) C
10 1 (0.20%) Ruby
10 1 (0.20%) VB
Qualifications
1 21 (4.17%) Security Cleared
2 15 (2.98%) SC Cleared
3 14 (2.78%) Degree
4 7 (1.39%) ISEB
5 4 (0.80%) Computer Science Degree
6 2 (0.40%) BPSS Clearance
6 2 (0.40%) CISA
6 2 (0.40%) CISM
6 2 (0.40%) CISSP
6 2 (0.40%) SAS Certification
7 1 (0.20%) AAT
7 1 (0.20%) ACCA
7 1 (0.20%) CBAP
7 1 (0.20%) CIMA
7 1 (0.20%) IIBA
7 1 (0.20%) ISEB Practitioner
7 1 (0.20%) Master's Degree
7 1 (0.20%) PMI Certification
Quality Assurance & Compliance
1 83 (16.50%) GDPR
2 56 (11.13%) Data Quality
3 16 (3.18%) ISO/IEC 27001
4 12 (2.39%) MiFID
4 12 (2.39%) QA
5 10 (1.99%) Sarbanes-Oxley
6 8 (1.59%) GxP
7 5 (0.99%) SLA
8 4 (0.80%) EMIR
8 4 (0.80%) FATCA
8 4 (0.80%) PCI DSS
9 3 (0.60%) Dodd-Frank
10 2 (0.40%) FedRAMP
10 2 (0.40%) GMP
10 2 (0.40%) PMO
10 2 (0.40%) Solvency II
11 1 (0.20%) GAAP
11 1 (0.20%) ISO 14001
11 1 (0.20%) ISO 9001
11 1 (0.20%) PSD2
System Software
1 3 (0.60%) Virtual Machines
2 2 (0.40%) Apache Flume
2 2 (0.40%) HDFS
2 2 (0.40%) Oracle RAC
3 1 (0.20%) Docker
3 1 (0.20%) Oracle Clusterware
3 1 (0.20%) RACF
Systems Management
1 2 (0.40%) HP Quality Center
1 2 (0.40%) Kibana
1 2 (0.40%) logstash
2 1 (0.20%) Data Guard
2 1 (0.20%) Oracle Flashback
2 1 (0.20%) Oracle RMAN
Vendors
1 65 (12.92%) SAP
2 51 (10.14%) Microsoft
3 42 (8.35%) Oracle
4 36 (7.16%) IBM
5 22 (4.37%) Salesforce.com
6 19 (3.78%) Workday
7 14 (2.78%) Talend
8 9 (1.79%) Informatica
9 8 (1.59%) Tableau
10 6 (1.19%) HP
10 6 (1.19%) PeopleSoft
11 5 (0.99%) Cognos
11 5 (0.99%) MuleSoft
12 4 (0.80%) Teradata
13 3 (0.60%) Calypso
13 3 (0.60%) Guidewire
13 3 (0.60%) OpenText
13 3 (0.60%) Yardi
14 2 (0.40%) Cloudera
14 2 (0.40%) Facebook