Period
to 18 November 2017

The following table provides summary statistics for contract job vacancies 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 18 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
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 428 502 488
Rank change year-on-year +74 -14 -35
Contract jobs citing Data Mapping 549 435 471
As % of all contract IT jobs advertised in the UK 0.54% 0.41% 0.41%
As % of the Processes & Methodologies category 0.64% 0.49% 0.50%
Number of daily rates quoted 377 289 348
UK median daily rate £450 £450 £425
Median daily rate % change year-on-year - +5.88% +1.19%
10th Percentile £324 £287 £294
90th Percentile £575 £625 £550
UK excluding London median daily rate £425 £438 £388
% change year-on-year -2.86% +12.90% -2.52%
Number of hourly rates quoted 6 2 1
UK median hourly rate £35.75 £45.00 £11.00
Median hourly rate % change year-on-year -20.56% +309.09% -26.67%
10th Percentile £14.38 £26.75 £10.50
90th Percentile £119.00 £61.25 £11.50
UK excluding London median hourly rate £21.50 £25.00 £11.00
% change year-on-year -14.00% +127.27% -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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Contract vacancies with a requirement for process or methodology skills 86286 88673 93962
As % of all contract IT jobs advertised in the UK 84.52% 83.92% 81.78%
Number of daily rates quoted 57474 58658 60890
UK median daily rate £450 £425 £413
Median daily rate % change year-on-year +5.88% +3.03% +3.13%
10th Percentile £281 £263 £263
90th Percentile £630 £600 £600
UK excluding London median daily rate £400 £400 £385
% change year-on-year - +3.90% +2.67%
Number of hourly rates quoted 2038 2353 2731
UK median hourly rate £23.63 £24.00 £22.50
Median hourly rate % change year-on-year -1.56% +6.67% +18.42%
10th Percentile £11.48 £11.26 £11.50
90th Percentile £49.75 £48.75 £47.71
UK excluding London median hourly rate £24.02 £24.50 £23.50
% change year-on-year -1.96% +4.26% +17.50%

Data Mapping
Job Vacancy Trend

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

Job vacancy trend for Data Mapping in the UK

Data Mapping
Contractor Daily Rate Trend

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

Contractor daily rate trend for Data Mapping in the UK

Data Mapping
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing Data Mapping over the 6 months to 18 November 2017.

Contractor daily rate histogram for Data Mapping in the UK

Data Mapping
Contractor Hourly Rate Trend

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

Contractor hourly rate trend for Data Mapping in the UK

Data Mapping
Contractor Hourly Rate Histogram

The hourly rate distribution of IT jobs citing Data Mapping over the 6 months to 18 November 2017.

Contractor hourly rate histogram for Data Mapping in the UK

Data Mapping
Top 16 Contract Locations

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 UK over the 6 months to 18 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
England +101 502 £450 - 22
UK excluding London +106 313 £425 -2.86% 14
London +5 225 £475 +4.97% 9
South East +60 102 £450 - 6
East of England +14 55 £431 -4.17% 3
Midlands +32 54 £425 +3.03% 1
North of England +70 45 £400 -11.11% 2
West Midlands +39 37 £425 -2.86% 1
Scotland +13 33 £400 -15.79%
North West +38 28 £410 +9.33% 1
South West +12 16 £400 -3.03% 1
East Midlands +9 16 £400 -
Yorkshire +11 10 £388 -22.50% 1
North East +72 7 £180 -50.34%
Wales -6 6 £381 +1.67% 1
Northern Ireland - 1 £425 -

For the 6 months to 18 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 with a requirement for Data Mapping.

1 169 (30.78%) SQL
2 146 (26.59%) Migration
3 139 (25.32%) Data Modelling
4 124 (22.59%) Finance
5 121 (22.04%) Data Migration
6 101 (18.40%) Data Analysis
7 95 (17.30%) Agile Software Development
8 86 (15.66%) GDPR
9 82 (14.94%) ETL
10 76 (13.84%) Analytical Skills
11 73 (13.30%) Business Analysis
12 70 (12.75%) Data Management
13 69 (12.57%) SAP
14 68 (12.39%) XML
15 64 (11.66%) SQL Server
16 63 (11.48%) Data Architecture
16 63 (11.48%) Data Quality
17 62 (11.29%) Data Protection
17 62 (11.29%) Business Intelligence
18 61 (11.11%) Banking
19 58 (10.56%) Data Integration
20 55 (10.02%) Microsoft
21 54 (9.84%) Data Warehouse
21 54 (9.84%) GAP Analysis
22 53 (9.65%) Stakeholder Management
23 51 (9.29%) Oracle
24 49 (8.93%) Retail
25 46 (8.38%) Validation
26 44 (8.01%) Data Cleansing
27 42 (7.65%) MS Visio

Data Mapping
Co-occurring 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 9 (1.64%) Confluence
1 9 (1.64%) SharePoint
2 5 (0.91%) Documentum
2 5 (0.91%) SAS
3 3 (0.55%) WebSphere
4 2 (0.36%) Apache Solr
4 2 (0.36%) Apache Spark
4 2 (0.36%) Elasticsearch
4 2 (0.36%) Mule
4 2 (0.36%) SharePoint 2010
5 1 (0.18%) Apache
5 1 (0.18%) Apache Pig
5 1 (0.18%) JBoss
5 1 (0.18%) Oracle SOA Suite
5 1 (0.18%) PowerExchange
5 1 (0.18%) Tomcat
Applications
1 42 (7.65%) MS Visio
2 39 (7.10%) Microsoft Excel
3 32 (5.83%) Microsoft Office
4 20 (3.64%) Microsoft Project
5 4 (0.73%) Microsoft PowerPoint
5 4 (0.73%) Spreadsheet
6 1 (0.18%) Mingle
Business Applications
1 12 (2.19%) Salesforce.com CRM
1 12 (2.19%) SAP MM
2 10 (1.82%) Lawson
3 9 (1.64%) SAP S/4HANA
4 7 (1.28%) SAP APO
5 6 (1.09%) NetSuite
5 6 (1.09%) SAP MDM
6 5 (0.91%) Maximo
6 5 (0.91%) SAP CO
6 5 (0.91%) SAP FI
6 5 (0.91%) SAP FI/CO
6 5 (0.91%) SAP MDG
7 4 (0.73%) Payment Gateway
8 3 (0.55%) Algo Collateral
8 3 (0.55%) Dynamics CRM
8 3 (0.55%) SAP PM
8 3 (0.55%) Workday HCM
9 2 (0.36%) Oracle ERP
9 2 (0.36%) Oracle Financials
10 1 (0.18%) SAP Payroll
Cloud Services
1 10 (1.82%) Taleo
2 6 (1.09%) Boomi
2 6 (1.09%) Microsoft Azure
3 4 (0.73%) Amazon AWS
3 4 (0.73%) SaaS
3 4 (0.73%) Salesforce Sales Cloud
4 2 (0.36%) Adobe Analytics
4 2 (0.36%) Cloud Computing
4 2 (0.36%) SuccessFactors
5 1 (0.18%) Dynamics 365
5 1 (0.18%) IBM Blueworks
5 1 (0.18%) Salesforce Service Cloud
Communications & Networking
1 6 (1.09%) FTP
2 3 (0.55%) Skype
3 2 (0.36%) HTTP
3 2 (0.36%) HTTPS
3 2 (0.36%) LDAP
3 2 (0.36%) Network Security
3 2 (0.36%) SMS
4 1 (0.18%) Internet
Database & Business Intelligence
1 64 (11.66%) SQL Server
2 54 (9.84%) Data Warehouse
3 28 (5.10%) SQL Server Integration Services
4 24 (4.37%) SQL Server Reporting Services
5 20 (3.64%) Data Mining
6 18 (3.28%) IBM InfoSphere
7 17 (3.10%) MySQL
8 16 (2.91%) SQL Server Analysis Services
9 15 (2.73%) Ingres
10 12 (2.19%) Big Data
10 12 (2.19%) Power BI
11 11 (2.00%) Hadoop
12 10 (1.82%) BusinessObjects
12 10 (1.82%) QlikView
13 9 (1.64%) OLAP
13 9 (1.64%) Relational Database
13 9 (1.64%) SQL Server 2008
14 8 (1.46%) Geospatial Data
14 8 (1.46%) SAP Data Services
14 8 (1.46%) SQL Server 2016
Development Applications
1 29 (5.28%) JIRA
2 14 (2.55%) Talend Open Studio
3 11 (2.00%) LSMW
4 7 (1.28%) ERwin
4 7 (1.28%) Team Foundation Server
4 7 (1.28%) Visual Studio
5 3 (0.55%) SoapUI
5 3 (0.55%) Toad
6 2 (0.36%) Eclipse
6 2 (0.36%) JIRA Agile
6 2 (0.36%) Oracle Forms
6 2 (0.36%) PowerDesigner
6 2 (0.36%) XMLSpy
7 1 (0.18%) Cucumber
7 1 (0.18%) FitNesse
7 1 (0.18%) Hudson
7 1 (0.18%) Jenkins
7 1 (0.18%) Oracle APEX
7 1 (0.18%) PeopleTools
7 1 (0.18%) SpecFlow
General
1 124 (22.59%) Finance
2 61 (11.11%) Banking
3 49 (8.93%) Retail
4 33 (6.01%) Legal
5 20 (3.64%) Law
6 19 (3.46%) Marketing
7 14 (2.55%) Pharmaceutical
8 13 (2.37%) Investment Banking
9 10 (1.82%) General Ledger
9 10 (1.82%) Manufacturing
10 8 (1.46%) Front Office
11 6 (1.09%) Wholesale Banking
12 5 (0.91%) Billing
12 5 (0.91%) Publishing
12 5 (0.91%) Retail Banking
13 3 (0.55%) Advertising
13 3 (0.55%) Electronics
13 3 (0.55%) Telecoms
14 2 (0.36%) Private Banking
15 1 (0.18%) Corporate Banking
Job Titles
1 319 (58.11%) Analyst
2 179 (32.60%) Business Analyst
3 109 (19.85%) Data Analyst
4 72 (13.11%) Architect
5 56 (10.20%) Data Architect
6 53 (9.65%) Consultant
7 49 (8.93%) Data Business Analyst
8 37 (6.74%) Developer
9 33 (6.01%) GDPR Business Analyst
10 23 (4.19%) SAP Analyst
10 23 (4.19%) SAP Data Analyst
11 21 (3.83%) Project Manager
11 21 (3.83%) Systems Analyst
12 18 (3.28%) Financial Analyst
13 15 (2.73%) Business Systems Analyst
13 15 (2.73%) Migration Analyst
14 14 (2.55%) Banking Analyst
14 14 (2.55%) Business Data Analyst
14 14 (2.55%) Data Migration Analyst
14 14 (2.55%) SQL Analyst
Libraries, Frameworks & Software Standards
1 68 (12.39%) XML
2 42 (7.65%) Middleware
3 31 (5.65%) XSLT
4 9 (1.64%) REST
5 8 (1.46%) SOAP
5 8 (1.46%) Web Services
6 7 (1.28%) FpML
6 7 (1.28%) XML Schema
6 7 (1.28%) XSD
7 5 (0.91%) .NET
7 5 (0.91%) Oracle Fusion
8 4 (0.73%) JSON
9 3 (0.55%) CSS
9 3 (0.55%) EDI
9 3 (0.55%) FIX Protocol
9 3 (0.55%) HTML
9 3 (0.55%) J2EE
9 3 (0.55%) RESTful
10 2 (0.36%) COM
10 2 (0.36%) WebSphere MQ
Miscellaneous
1 76 (13.84%) Analytical Skills
2 23 (4.19%) Management Information System
3 21 (3.83%) Data Structures
4 19 (3.46%) Data Protection Act
4 19 (3.46%) Reference Data
5 11 (2.00%) Derivative
6 9 (1.64%) Fixed Income
6 9 (1.64%) Greenfield Project
6 9 (1.64%) Virtual Team
7 8 (1.46%) Foreign Exchange (FX)
8 7 (1.28%) Equities
8 7 (1.28%) Fintech
8 7 (1.28%) User Experience
9 6 (1.09%) AS400
10 5 (0.91%) Market Risk
10 5 (0.91%) NHS
11 4 (0.73%) Computer Science
11 4 (0.73%) Equity Derivative
12 3 (0.55%) Video Conferencing
12 3 (0.55%) Wiki
Operating Systems
1 7 (1.28%) Windows
2 6 (1.09%) Linux
3 2 (0.36%) Unix
3 2 (0.36%) Windows 10
4 1 (0.18%) Oracle Linux
4 1 (0.18%) zOS
Processes & Methodologies
1 146 (26.59%) Migration
2 139 (25.32%) Data Modelling
3 121 (22.04%) Data Migration
4 101 (18.40%) Data Analysis
5 95 (17.30%) Agile Software Development
6 82 (14.94%) ETL
7 73 (13.30%) Business Analysis
8 70 (12.75%) Data Management
9 63 (11.48%) Data Architecture
10 62 (11.29%) Business Intelligence
10 62 (11.29%) Data Protection
11 58 (10.56%) Data Integration
12 54 (9.84%) GAP Analysis
13 53 (9.65%) Stakeholder Management
14 46 (8.38%) Validation
15 44 (8.01%) Data Cleansing
16 41 (7.47%) UML
17 38 (6.92%) Scrum
18 35 (6.38%) Project Management
19 34 (6.19%) ERP
Programming Languages
1 169 (30.78%) SQL
2 34 (6.19%) T-SQL
3 16 (2.91%) PL/SQL
4 10 (1.82%) VBA
5 9 (1.64%) C#
6 7 (1.28%) Data Analysis Expressions (DAX)
7 5 (0.91%) Java
8 3 (0.55%) ABAP
8 3 (0.55%) ActionScript
8 3 (0.55%) ActionScript 2.0
8 3 (0.55%) Scala
9 2 (0.36%) JavaScript
9 2 (0.36%) PeopleCode
9 2 (0.36%) Python
9 2 (0.36%) R
9 2 (0.36%) SAS Macro
9 2 (0.36%) SQR
10 1 (0.18%) C
10 1 (0.18%) Shell Script
10 1 (0.18%) VB
Qualifications
1 21 (3.83%) Security Cleared
2 20 (3.64%) Degree
3 15 (2.73%) SC Cleared
4 9 (1.64%) ISEB
5 4 (0.73%) Computer Science Degree
6 2 (0.36%) BPSS Clearance
6 2 (0.36%) CISA
6 2 (0.36%) CISM
6 2 (0.36%) CISSP
6 2 (0.36%) SAS Certification
7 1 (0.18%) AAT
7 1 (0.18%) ACCA
7 1 (0.18%) CBAP
7 1 (0.18%) CIMA
7 1 (0.18%) IIBA
7 1 (0.18%) ISEB Practitioner
7 1 (0.18%) Master's Degree
7 1 (0.18%) PMI Certification
Quality Assurance & Compliance
1 86 (15.66%) GDPR
2 63 (11.48%) Data Quality
3 16 (2.91%) ISO/IEC 27001
4 12 (2.19%) MiFID
4 12 (2.19%) QA
5 10 (1.82%) Sarbanes-Oxley
6 8 (1.46%) GxP
7 5 (0.91%) SLA
8 4 (0.73%) EMIR
8 4 (0.73%) FATCA
8 4 (0.73%) PCI DSS
9 3 (0.55%) Dodd-Frank
10 2 (0.36%) Disclosure Scotland
10 2 (0.36%) FedRAMP
10 2 (0.36%) GAAP
10 2 (0.36%) GMP
10 2 (0.36%) PMO
10 2 (0.36%) Solvency II
11 1 (0.18%) ISO 14001
11 1 (0.18%) ISO 9001
System Software
1 3 (0.55%) Oracle RAC
1 3 (0.55%) Virtual Machines
2 2 (0.36%) Apache Flume
2 2 (0.36%) HDFS
3 1 (0.18%) Docker
3 1 (0.18%) Oracle Clusterware
3 1 (0.18%) RACF
Systems Management
1 2 (0.36%) HP Quality Center
1 2 (0.36%) Kibana
1 2 (0.36%) logstash
2 1 (0.18%) Data Guard
2 1 (0.18%) Oracle Flashback
2 1 (0.18%) Oracle RMAN
Vendors
1 69 (12.57%) SAP
2 55 (10.02%) Microsoft
3 51 (9.29%) Oracle
4 36 (6.56%) IBM
5 26 (4.74%) Salesforce.com
6 19 (3.46%) Workday
7 14 (2.55%) Talend
8 11 (2.00%) Informatica
9 8 (1.46%) Tableau
10 7 (1.28%) Cognos
11 6 (1.09%) HP
11 6 (1.09%) PeopleSoft
11 6 (1.09%) Teradata
12 5 (0.91%) MuleSoft
13 3 (0.55%) Ab Initio
13 3 (0.55%) Calypso
13 3 (0.55%) Guidewire
13 3 (0.55%) OpenText
13 3 (0.55%) TIBCO
13 3 (0.55%) Yardi