Data Mapping Contracts

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 3 months to 26 June 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
Location	3 months to 26 Jun 2017	Same period 2016	Same period 2015
Rank	392	448	365
Rank change year-on-year	+56	-83
Contract jobs citing Data Mapping	220	204	305
As % of all contract IT jobs advertised in the UK	0.47%	0.38%	0.55%
As % of the Processes & Methodologies category	0.55%	0.46%	0.68%
Number of daily rates quoted	142	140	195
Median daily rate	£425	£400	£400
Median daily rate % change year-on-year	+6.25%	-
90% offered a daily rate of more than	£313	£248	£300
10% offered a daily rate of more than	£550	£525	£500
UK excluding London median daily rate	£411	£400	£350
% change year-on-year	+2.81%	+14.28%
Number of hourly rates quoted	3	0	6
Median hourly rate	£21.50	-	£37.80
90% offered a hourly rate of more than	£13.90	-	£24.00
10% offered a hourly rate of more than	£22.30	-	£47.33
UK excluding London median hourly rate	£21.50	-	£37.80

Data Mapping is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies with a requirement for process and methodology skills.

Contract Process & Methodology Skills UK
Contract job vacancies with a requirement for process and methodology skills	39704	44234	45146
As % of all contract IT job vacancies advertised in the UK	84.45%	83.33%	80.72%
Number of daily rates quoted	25886	29348	28980
Median daily rate	£450	£438	£413
Median daily rate % change year-on-year	+2.85%	+6.06%
90% offered a daily rate of more than	£313	£300	£285
10% offered a daily rate of more than	£600	£600	£575
UK excluding London median daily rate	£415	£400	£380
% change year-on-year	+3.75%	+5.26%
Number of hourly rates quoted	1051	1071	1257
Median hourly rate	£32.50	£27.50	£27.50
Median hourly rate % change year-on-year	+18.18%	-
90% offered a hourly rate of more than	£13.00	£12.58	£12.35
10% offered a hourly rate of more than	£53.00	£48.65	£50.00
UK excluding London median hourly rate	£34.00	£28.50	£30.00
% change year-on-year	+19.29%	-5.00%

Data Mapping
Job Vacancy Trend

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

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 3 months to 26 June 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
Top 30 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 3 months to 26 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location	Rank Change on Same Period Last Year	Matching Contract IT Job Ads	Median Daily Rate Last 3 Months	Median Daily Rate % Change on Same Period Last Year	Live Job Vacancies
England	+57	202	£425	+6.25%	22
London	+34	110	£450	-	11
East of England	+1	23	£438	-2.77%	3
West Midlands	+26	16	£410	+4.19%	1
City of London	-1	14	£500	+9.89%
North West	+21	11	£394	+5.00%	3
Essex	-9	11	£425	-12.59%	1
South East	+9	10	£413	+8.19%	3
North East	-	10	£180	-
Southend-on-Sea	-27	9	£425	-12.59%	1
Durham	-	8	£180	-
Scotland	+28	7	£400	-15.78%	1
Warwickshire	+12	7	£325	-13.33%
South West	+6	7	£425	-12.82%
Bristol	+2	7	£425	+80.85%
East Midlands	-2	7	£438	+9.37%
Edinburgh	+14	6	£400	-15.78%
Yorkshire	+8	6	£315	-21.25%	1
West Yorkshire	0	6	£315	-21.25%	1
Worcester	-	6	£600	-
Worcestershire	-	6	£600	-
Cheshire	+26	5	£398	+6.00%	1
Leeds	+13	5	£315	-21.25%	1
Buckinghamshire	-18	5	£438	+12.90%	2
Norfolk	-	5	£450	-
Derbyshire	-	5	£488	-
Norwich	-	5	£450	-
Derby	-	4	£488	-
Manchester	+12	3	£388	+17.33%	2
Macclesfield	+5	3	£385	-

Data Mapping
Top 30 Co-occurring IT Skills

For the 6 months to 26 June 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	136 (34.61%)	SQL
2	114 (29.01%)	Migration
3	109 (27.74%)	Data Modelling
4	102 (25.95%)	Finance
5	87 (22.14%)	Data Migration
6	85 (21.63%)	Oracle
7	83 (21.12%)	ETL
8	82 (20.87%)	Data Analysis
9	65 (16.54%)	Agile Software Development
10	60 (15.27%)	SQL Server
11	58 (14.76%)	XML
12	57 (14.50%)	SAP
13	56 (14.25%)	Banking
14	51 (12.98%)	Data Warehouse
15	50 (12.72%)	Business Analysis

16	44 (11.20%)	Data Quality
16	44 (11.20%)	Analytical Skills
17	42 (10.69%)	Business Intelligence
18	40 (10.18%)	Middleware
19	39 (9.92%)	UML
20	38 (9.67%)	Validation
21	37 (9.41%)	Microsoft
21	37 (9.41%)	Data Cleansing
22	36 (9.16%)	Microsoft Excel
23	35 (8.91%)	Data Integration
23	35 (8.91%)	SQL Server Integration Services
24	31 (7.89%)	Scrum
25	29 (7.38%)	MySQL
25	29 (7.38%)	Data Architecture
26	27 (6.87%)	Data Management

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
Applications
Business Applications
Cloud Services
Communications & Networking
Database & Business Intelligence
Development Applications
General
Job Titles
Libraries, Frameworks & Software Standards
Miscellaneous
Operating Systems
Processes & Methodologies
Programming Languages
Qualifications
Quality Assurance & Compliance
System Software
Systems Management
Vendors

Application Platforms
1	10 (2.54%)	WebSphere
2	8 (2.04%)	Confluence
2	8 (2.04%)	Mule
3	7 (1.78%)	Apache
3	7 (1.78%)	SAS
4	6 (1.53%)	Apache Solr
4	6 (1.53%)	Elasticsearch
4	6 (1.53%)	JBoss
5	5 (1.27%)	SharePoint
5	5 (1.27%)	Tomcat
6	4 (1.02%)	Apache Pig
6	4 (1.02%)	Apache Spark
7	3 (0.76%)	Adobe Experience Manager
7	3 (0.76%)	Oracle SOA Suite
7	3 (0.76%)	WebLogic
8	2 (0.51%)	CMS
8	2 (0.51%)	SharePoint 2010
8	2 (0.51%)	WebSphere Application Server
9	1 (0.25%)	Oracle Workflow
9	1 (0.25%)	SharePoint Server

Applications
1	36 (9.16%)	Microsoft Excel
2	12 (3.05%)	Microsoft Office
3	11 (2.80%)	MS Visio
4	4 (1.02%)	Spreadsheet
5	3 (0.76%)	Microsoft Project
6	2 (0.51%)	Microsoft PowerPoint

Business Applications
1	13 (3.31%)	SAP SD
2	8 (2.04%)	SAP S/4HANA
3	7 (1.78%)	SAP ERP
3	7 (1.78%)	Temenos T24
4	5 (1.27%)	Maximo
5	4 (1.02%)	PeopleSoft HCM
5	4 (1.02%)	SAP HR
6	3 (0.76%)	Dynamics CRM
6	3 (0.76%)	Oracle Utilities
6	3 (0.76%)	SAP CO
6	3 (0.76%)	SAP FI
6	3 (0.76%)	SAP FI/CO
6	3 (0.76%)	Workday HCM
7	2 (0.51%)	Actimize
7	2 (0.51%)	Adobe Campaign
7	2 (0.51%)	Dynamics AX
7	2 (0.51%)	NetSuite
7	2 (0.51%)	SAP HCM
7	2 (0.51%)	SAP Oil and Gas
7	2 (0.51%)	SAP PM

Cloud Services
1	11 (2.80%)	Office 365
2	9 (2.29%)	Amazon AWS
3	7 (1.78%)	Taleo
4	6 (1.53%)	Cloud Computing
4	6 (1.53%)	Microsoft Azure
5	5 (1.27%)	Salesforce Service Cloud
6	3 (0.76%)	GitHub
6	3 (0.76%)	SuccessFactors
7	2 (0.51%)	Adobe Analytics
8	1 (0.25%)	SaaS
8	1 (0.25%)	Salesforce Sales Cloud

Communications & Networking
1	5 (1.27%)	LDAP
1	5 (1.27%)	Network Security
2	2 (0.51%)	FTP
2	2 (0.51%)	HTTPS
3	1 (0.25%)	HTTP

Database & Business Intelligence
1	60 (15.27%)	SQL Server
2	51 (12.98%)	Data Warehouse
3	35 (8.91%)	SQL Server Integration Services
4	29 (7.38%)	MySQL
5	25 (6.36%)	Data Mining
6	24 (6.11%)	SQL Server Reporting Services
7	22 (5.60%)	Ingres
8	18 (4.58%)	Hadoop
9	17 (4.33%)	Big Data
10	16 (4.07%)	Relational Database
11	14 (3.56%)	QlikView
12	12 (3.05%)	Oracle Database
13	10 (2.54%)	BusinessObjects
14	9 (2.29%)	Power BI
15	7 (1.78%)	DB2
15	7 (1.78%)	Enterprise Data Warehouse
16	6 (1.53%)	OLAP
16	6 (1.53%)	RDBMS
16	6 (1.53%)	SQL Server 2008
16	6 (1.53%)	SQL Server Analysis Services

Development Applications
1	15 (3.82%)	Team Foundation Server
2	12 (3.05%)	JIRA
2	12 (3.05%)	Talend Open Studio
2	12 (3.05%)	Visual Studio
3	8 (2.04%)	Jenkins
4	7 (1.78%)	ERwin
4	7 (1.78%)	Oracle APEX
5	6 (1.53%)	Eclipse
5	6 (1.53%)	PowerDesigner
6	5 (1.27%)	Hudson
6	5 (1.27%)	SQL Server Management Studio (SSMS)
7	4 (1.02%)	Git (software)
7	4 (1.02%)	LSMW
7	4 (1.02%)	Oracle Forms
7	4 (1.02%)	Toad
8	3 (0.76%)	Bitbucket
8	3 (0.76%)	TeamCity
9	2 (0.51%)	Subversion
9	2 (0.51%)	XMLSpy
10	1 (0.25%)	Mercurial

General
1	102 (25.95%)	Finance
2	56 (14.25%)	Banking
3	18 (4.58%)	Legal
3	18 (4.58%)	Manufacturing
4	16 (4.07%)	Billing
5	15 (3.82%)	Marketing
6	9 (2.29%)	Law
6	9 (2.29%)	Retail
7	8 (2.04%)	Investment Banking
8	5 (1.27%)	Financial Institution
8	5 (1.27%)	Front Office
8	5 (1.27%)	Publishing
8	5 (1.27%)	Retail Banking
9	4 (1.02%)	Pharmaceutical
10	3 (0.76%)	Back Office
10	3 (0.76%)	Telecoms
11	2 (0.51%)	Advertising
12	1 (0.25%)	Corporate Banking
12	1 (0.25%)	Electronics
12	1 (0.25%)	Games

Job Titles
1	215 (54.71%)	Analyst
2	101 (25.70%)	Business Analyst
3	87 (22.14%)	Data Analyst
4	50 (12.72%)	Consultant
5	46 (11.70%)	Developer
6	43 (10.94%)	Architect
7	26 (6.62%)	Data Business Analyst
8	24 (6.11%)	Data Architect
9	20 (5.09%)	SAP Consultant
9	20 (5.09%)	Technical Analyst
10	15 (3.82%)	SAP Analyst
11	14 (3.56%)	SAP Data Analyst
12	13 (3.31%)	Financial Analyst
12	13 (3.31%)	Migration Analyst
12	13 (3.31%)	Senior Analyst
12	13 (3.31%)	SQL Developer
13	12 (3.05%)	SQL Analyst
14	10 (2.54%)	Business Systems Analyst
14	10 (2.54%)	Data Warehouse Developer
14	10 (2.54%)	SQL Data Analyst

Libraries, Frameworks & Software Standards
1	58 (14.76%)	XML
2	40 (10.18%)	Middleware
3	23 (5.85%)	XSLT
4	12 (3.05%)	XML Schema
5	10 (2.54%)	IDoc
5	10 (2.54%)	REST
6	9 (2.29%)	CSS
6	9 (2.29%)	jQuery
7	8 (2.04%)	.NET
7	8 (2.04%)	AngularJS
7	8 (2.04%)	HTML
7	8 (2.04%)	SOAP
7	8 (2.04%)	Struts
8	7 (1.78%)	J2EE
8	7 (1.78%)	JMS
8	7 (1.78%)	JSP
8	7 (1.78%)	Servlets
8	7 (1.78%)	XSD
9	6 (1.53%)	HTML5
9	6 (1.53%)	Web Services

Miscellaneous
1	44 (11.20%)	Analytical Skills
2	17 (4.33%)	Data Structures
3	14 (3.56%)	Management Information System
4	10 (2.54%)	Data Protection Act
5	9 (2.29%)	Greenfield Project
6	8 (2.04%)	Reference Data
7	7 (1.78%)	Computer Science
7	7 (1.78%)	Enterprise Software
8	6 (1.53%)	Distributed Denial-of-Service
8	6 (1.53%)	Equities
8	6 (1.53%)	Foreign Exchange (FX)
9	5 (1.27%)	Derivative
9	5 (1.27%)	Fintech
9	5 (1.27%)	N-Tier
9	5 (1.27%)	Private Cloud
10	4 (1.02%)	Data Centre
10	4 (1.02%)	Mainframe
10	4 (1.02%)	SWIFT
11	3 (0.76%)	Linux Command Line
12	2 (0.51%)	Linked Data

Operating Systems
1	8 (2.04%)	Windows
2	7 (1.78%)	Linux
3	1 (0.25%)	Apple iOS
3	1 (0.25%)	Unix

Processes & Methodologies
1	114 (29.01%)	Migration
2	109 (27.74%)	Data Modelling
3	87 (22.14%)	Data Migration
4	83 (21.12%)	ETL
5	82 (20.87%)	Data Analysis
6	65 (16.54%)	Agile Software Development
7	50 (12.72%)	Business Analysis
8	42 (10.69%)	Business Intelligence
9	39 (9.92%)	UML
10	38 (9.67%)	Validation
11	37 (9.41%)	Data Cleansing
12	35 (8.91%)	Data Integration
13	31 (7.89%)	Scrum
14	29 (7.38%)	Data Architecture
15	27 (6.87%)	Data Management
15	27 (6.87%)	ERP
16	26 (6.62%)	Data Transformation
17	24 (6.11%)	Analytics
18	22 (5.60%)	Data Munging
18	22 (5.60%)	Requirements Analysis

Programming Languages
1	136 (34.61%)	SQL
2	19 (4.83%)	T-SQL
3	16 (4.07%)	Java
3	16 (4.07%)	PL/SQL
4	13 (3.31%)	ABAP
4	13 (3.31%)	C#
5	10 (2.54%)	VBA
6	6 (1.53%)	JavaScript
7	4 (1.02%)	Apex Code
7	4 (1.02%)	C++
7	4 (1.02%)	PowerShell
7	4 (1.02%)	Shell Script
7	4 (1.02%)	SOQL
7	4 (1.02%)	SOSL
8	2 (0.51%)	ActionScript
8	2 (0.51%)	ActionScript 2.0
8	2 (0.51%)	C
8	2 (0.51%)	Data Analysis Expressions (DAX)
9	1 (0.25%)	Python
9	1 (0.25%)	VB

Qualifications
1	26 (6.62%)	Degree
2	15 (3.82%)	Security Cleared
3	10 (2.54%)	SC Cleared
4	6 (1.53%)	CISA
4	6 (1.53%)	CISM
4	6 (1.53%)	CISSP
5	5 (1.27%)	ISEB
6	3 (0.76%)	ACCA
6	3 (0.76%)	BPSS Clearance
7	2 (0.51%)	Computer Science Degree
7	2 (0.51%)	Master's Degree
7	2 (0.51%)	SAS Certification
8	1 (0.25%)	AAT
8	1 (0.25%)	CBAP
8	1 (0.25%)	CIMA
8	1 (0.25%)	CIPD
8	1 (0.25%)	IBM Certification
8	1 (0.25%)	IIBA
8	1 (0.25%)	ISTQB Foundation Certification
8	1 (0.25%)	PMI Certification

Quality Assurance & Compliance
1	44 (11.20%)	Data Quality
2	23 (5.85%)	GDPR
3	8 (2.04%)	MiFID
3	8 (2.04%)	PCI DSS
4	6 (1.53%)	FedRAMP
4	6 (1.53%)	QA
5	4 (1.02%)	Disclosure Scotland
5	4 (1.02%)	Dodd-Frank
5	4 (1.02%)	EMIR
5	4 (1.02%)	Sarbanes-Oxley
6	3 (0.76%)	IFRS
6	3 (0.76%)	Solvency II
7	2 (0.51%)	FATCA
7	2 (0.51%)	GAAP
7	2 (0.51%)	GMP
7	2 (0.51%)	ISO 20022
8	1 (0.25%)	IFRS 9
8	1 (0.25%)	PMO
8	1 (0.25%)	SLA

System Software
1	6 (1.53%)	Apache Flume
2	5 (1.27%)	HDFS
3	4 (1.02%)	Active Directory
4	2 (0.51%)	SAP ITS
5	1 (0.25%)	Docker
5	1 (0.25%)	Oracle RAC
5	1 (0.25%)	Shibboleth

Systems Management
1	6 (1.53%)	Kibana
1	6 (1.53%)	logstash
2	4 (1.02%)	Forefront Identity Manager
2	4 (1.02%)	MOM
3	3 (0.76%)	Oracle RMAN
4	2 (0.51%)	HP Quality Center
5	1 (0.25%)	Oracle EDQ

Vendors
1	85 (21.63%)	Oracle
2	57 (14.50%)	SAP
3	37 (9.41%)	Microsoft
4	19 (4.83%)	Informatica
5	18 (4.58%)	IBM
6	12 (3.05%)	Tableau
6	12 (3.05%)	Talend
7	11 (2.80%)	Splunk
8	9 (2.29%)	Salesforce.com
9	8 (2.04%)	Ab Initio
9	8 (2.04%)	Cloudera
10	7 (1.78%)	Teradata
11	5 (1.27%)	Adobe
11	5 (1.27%)	Temenos
12	4 (1.02%)	Alteryx
12	4 (1.02%)	Netezza
12	4 (1.02%)	PeopleSoft
12	4 (1.02%)	TIBCO
13	3 (0.76%)	Vertica
13	3 (0.76%)	Workday