Data Modelling Contracts in the South East

The following table provides summary statistics for contract job vacancies advertised in the South East with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 3 months to 25 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 Modelling England / South East
Location	3 months to 25 Jun 2017	Same period 2016	Same period 2015
Rank	106	134	105
Rank change year-on-year	+28	-29
Contract jobs citing Data Modelling	155	151	183
As % of all contract IT jobs advertised in the South East	2.03%	1.71%	1.93%
As % of the Processes & Methodologies category	2.44%	2.09%	2.40%
Number of daily rates quoted	96	103	119
Median daily rate	£445	£425	£423
Median daily rate % change year-on-year	+4.70%	+0.59%
90% offered a daily rate of more than	£352	£338	£300
10% offered a daily rate of more than	£550	£529	£550
UK excluding London median daily rate	£425	£438	£423
% change year-on-year	-2.85%	+3.55%
Number of hourly rates quoted	0	0	0
Median hourly rate	-	-	-
UK excluding London median hourly rate	£40.70	-	£33.50

Data Modelling 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 advertised in the South East with a requirement for process and methodology skills.

Contract Process & Methodology Skills South East
Contract job vacancies with a requirement for process and methodology skills	6342	7222	7635
As % of all contract IT job vacancies advertised in the South East	83.03%	81.98%	80.69%
Number of daily rates quoted	3718	4417	4412
Median daily rate	£425	£413	£400
Median daily rate % change year-on-year	+3.03%	+3.12%
90% offered a daily rate of more than	£300	£288	£275
10% offered a daily rate of more than	£550	£538	£520
UK excluding London median daily rate	£415	£400	£380
% change year-on-year	+3.75%	+5.26%
Number of hourly rates quoted	231	268	264
Median hourly rate	£29.92	£32.00	£26.00
Median hourly rate % change year-on-year	-6.50%	+23.07%
90% offered a hourly rate of more than	£12.00	£12.50	£12.50
10% offered a hourly rate of more than	£55.00	£52.50	£47.50
UK excluding London median hourly rate	£34.00	£28.50	£30.00
% change year-on-year	+19.29%	-5.00%

Data Modelling
Job Vacancy Trend in the South East

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

Job vacancy trend for Data Modelling in the South East

Data Modelling
Contractor Daily Rate Trend in the South East

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

Contractor daily rate trend for Data Modelling in the South East

Data Modelling
Contractor Daily Rate Histogram in the South East

The daily rate distribution of IT jobs citing Data Modelling in the South East over the 3 months to 25 June 2017.

Contractor daily rate histogram for Data Modelling in the South East

Data Modelling
Contractor Hourly Rate Trend in the South East

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

Contractor hourly rate trend for Data Modelling in the South East

Data Modelling
Contract Job Locations in the South East

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the South East region over the 3 months to 25 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
Berkshire	+26	49	£413	-8.33%	7
Oxfordshire	-10	25	£494	+16.17%	5
Hampshire	+3	23	£425	-	3
Surrey	+3	20	£425	+9.67%	9
West Sussex	+29	18	£435	+19.17%	2
Buckinghamshire	-19	12	£363	-14.70%	6
East Sussex	+3	6	£410	-11.33%
Middlesex	+11	1	-	-
Data Modelling England

Data Modelling
Top 30 Co-occurring IT Skills in the South East

For the 6 months to 25 June 2017, IT contractor jobs citing Data Modelling 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 South East region with a requirement for Data Modelling.

1	115 (37.22%)	SQL
2	114 (36.89%)	Business Intelligence
3	84 (27.18%)	Data Warehouse
4	82 (26.54%)	Agile Software Development
5	79 (25.57%)	ETL
6	78 (25.24%)	Finance
7	75 (24.27%)	Oracle
8	56 (18.12%)	Data Architecture
9	54 (17.48%)	SQL Server
10	40 (12.94%)	Logical Data Model
11	37 (11.97%)	SAP
12	36 (11.65%)	Microsoft
12	36 (11.65%)	Migration
13	35 (11.33%)	Data Analysis
13	35 (11.33%)	Physical Data Model

14	34 (11.00%)	Data Management
15	32 (10.36%)	Data Migration
15	32 (10.36%)	Analytical Skills
15	32 (10.36%)	Performance Tuning
16	31 (10.03%)	Data Quality
17	30 (9.71%)	Visualisation
17	30 (9.71%)	Waterfall
17	30 (9.71%)	PL/SQL
18	29 (9.39%)	Stakeholder Management
18	29 (9.39%)	Telecoms
18	29 (9.39%)	Degree
19	28 (9.06%)	SQL Server Integration Services
19	28 (9.06%)	Security Cleared
19	28 (9.06%)	Big Data
20	27 (8.74%)	Power BI

Data Modelling
Co-occurring IT Skills in the South East 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	12 (3.88%)	SAS
2	9 (2.91%)	Oracle SOA Suite
3	8 (2.59%)	Drupal
4	7 (2.27%)	Apache Spark
5	4 (1.29%)	Oracle Coherence
5	4 (1.29%)	WebLogic
6	3 (0.97%)	Confluence
6	3 (0.97%)	FileNet
7	2 (0.65%)	Apache
7	2 (0.65%)	Apache Pig
7	2 (0.65%)	CMS
7	2 (0.65%)	EPiServer
7	2 (0.65%)	SAP Portal
7	2 (0.65%)	SharePoint
7	2 (0.65%)	Tomcat
8	1 (0.32%)	BizTalk Server
8	1 (0.32%)	JBoss
8	1 (0.32%)	OpenStack
8	1 (0.32%)	SharePoint Server
8	1 (0.32%)	Smallworld

Applications
1	19 (6.15%)	Microsoft Excel
2	8 (2.59%)	Microsoft Office
3	6 (1.94%)	Microsoft PowerPoint
3	6 (1.94%)	MS Visio

Business Applications
1	9 (2.91%)	Oracle Receivables
1	9 (2.91%)	Remedy ITSM
2	7 (2.27%)	Remedy AR System
3	5 (1.62%)	SAP Oil and Gas
4	4 (1.29%)	Salesforce.com CRM
5	3 (0.97%)	Oracle EBS R12
5	3 (0.97%)	Oracle TCA
5	3 (0.97%)	Siebel CRM
6	2 (0.65%)	NetSuite
6	2 (0.65%)	Oracle EBS
6	2 (0.65%)	SAP PSCD
6	2 (0.65%)	SAP S/4HANA
6	2 (0.65%)	Temenos T24
7	1 (0.32%)	Markit EDM
7	1 (0.32%)	Oracle FAH
7	1 (0.32%)	Pega PRPC
7	1 (0.32%)	SAP MDG
7	1 (0.32%)	SAP MDM
7	1 (0.32%)	Staffware
7	1 (0.32%)	Workday HCM

Cloud Services
1	25 (8.09%)	Microsoft Azure
2	15 (4.85%)	Amazon AWS
3	5 (1.62%)	SaaS
4	3 (0.97%)	OpenShift
5	1 (0.32%)	Adobe Analytics
5	1 (0.32%)	Azure Data Factory
5	1 (0.32%)	Boomi
5	1 (0.32%)	Cloud Computing
5	1 (0.32%)	Google Analytics
5	1 (0.32%)	IaaS
5	1 (0.32%)	PaaS

Communications & Networking
1	5 (1.62%)	Internet
2	4 (1.29%)	LAN
3	1 (0.32%)	ATM
3	1 (0.32%)	Intranet
3	1 (0.32%)	Kerberos
3	1 (0.32%)	LDAP
3	1 (0.32%)	Radio Access Network
3	1 (0.32%)	TDMA

Database & Business Intelligence
1	84 (27.18%)	Data Warehouse
2	54 (17.48%)	SQL Server
3	28 (9.06%)	Big Data
3	28 (9.06%)	SQL Server Integration Services
4	27 (8.74%)	Oracle BI EE
4	27 (8.74%)	Power BI
5	24 (7.77%)	Oracle Database
6	22 (7.12%)	Relational Database
7	18 (5.83%)	Hadoop
8	14 (4.53%)	SQL Server Reporting Services
9	12 (3.88%)	NoSQL
10	11 (3.56%)	Oracle Reports
10	11 (3.56%)	QlikView
11	10 (3.24%)	MySQL
12	9 (2.91%)	DB2
13	8 (2.59%)	Enterprise Data Warehouse
13	8 (2.59%)	Oracle OWB
13	8 (2.59%)	RDBMS
13	8 (2.59%)	SQL Server Analysis Services
14	7 (2.27%)	Apache Hive

Development Applications
1	26 (8.41%)	Talend Open Studio
2	19 (6.15%)	JIRA
3	9 (2.91%)	Team Foundation Server
4	8 (2.59%)	Visual Studio
5	6 (1.94%)	Eclipse
5	6 (1.94%)	Git (software)
6	5 (1.62%)	ERwin
6	5 (1.62%)	Jenkins
7	4 (1.29%)	Oracle APEX
7	4 (1.29%)	PowerDesigner
8	3 (0.97%)	Maven
8	3 (0.97%)	SoapUI
8	3 (0.97%)	Toad
8	3 (0.97%)	XMLSpy
9	2 (0.65%)	ClearCase
9	2 (0.65%)	Gradle
9	2 (0.65%)	IntelliJ
9	2 (0.65%)	JProfiler
9	2 (0.65%)	JUnit
9	2 (0.65%)	SonarQube

General
1	78 (25.24%)	Finance
2	29 (9.39%)	Telecoms
3	19 (6.15%)	Banking
4	18 (5.83%)	Retail
5	8 (2.59%)	Legal
5	8 (2.59%)	Marketing
6	7 (2.27%)	Publishing
6	7 (2.27%)	Retail Banking
7	5 (1.62%)	Billing
8	4 (1.29%)	Manufacturing
9	3 (0.97%)	Electronics
10	2 (0.65%)	Military
11	1 (0.32%)	Advertising
11	1 (0.32%)	Aerospace
11	1 (0.32%)	Back Office

Job Titles
1	99 (32.04%)	Architect
2	87 (28.16%)	Developer
3	60 (19.42%)	Data Architect
4	58 (18.77%)	Analyst
5	22 (7.12%)	Business Analyst
6	21 (6.80%)	SQL Developer
7	20 (6.47%)	Consultant
8	19 (6.15%)	Data Warehouse Developer
9	16 (5.18%)	Data Analyst
10	12 (3.88%)	Business Intelligence Developer
10	12 (3.88%)	Enterprise Architect
10	12 (3.88%)	Java Developer
10	12 (3.88%)	OBIEE Developer
11	11 (3.56%)	Business Intelligence Architect
11	11 (3.56%)	Enterprise Data Architect
12	10 (3.24%)	Solutions Architect
12	10 (3.24%)	Talend Developer
13	8 (2.59%)	Designer
13	8 (2.59%)	Insurance Business Analyst
13	8 (2.59%)	Power BI Developer

Libraries, Frameworks & Software Standards
1	26 (8.41%)	XML
2	21 (6.80%)	Web Services
3	13 (4.21%)	.NET
3	13 (4.21%)	REST
3	13 (4.21%)	SOAP
4	10 (3.24%)	WSDL
5	9 (2.91%)	XSD
6	8 (2.59%)	HTML
6	8 (2.59%)	XML Messaging
7	7 (2.27%)	J2EE
8	6 (1.94%)	CSS
8	6 (1.94%)	Spring
9	5 (1.62%)	Java EE
9	5 (1.62%)	JPA
9	5 (1.62%)	JSP
9	5 (1.62%)	PostGIS
10	4 (1.29%)	Hibernate
10	4 (1.29%)	MDX
10	4 (1.29%)	MFC
10	4 (1.29%)	Spring Boot

Miscellaneous
1	32 (10.36%)	Analytical Skills
2	24 (7.77%)	Data Structures
2	24 (7.77%)	Management Information System
3	13 (4.21%)	User Experience
4	12 (3.88%)	CMDB
5	7 (2.27%)	Credit Risk
6	6 (1.94%)	Enterprise Software
7	5 (1.62%)	Computer Science
7	5 (1.62%)	Online Banking
7	5 (1.62%)	Replication
8	4 (1.29%)	Client/Server
8	4 (1.29%)	Mobile Banking
8	4 (1.29%)	Reference Data
8	4 (1.29%)	Smart Meter
9	3 (0.97%)	Greenfield Project
9	3 (0.97%)	iSeries
10	2 (0.65%)	FMCG
10	2 (0.65%)	Mainframe
10	2 (0.65%)	N-Tier
10	2 (0.65%)	SCADA

Operating Systems
1	9 (2.91%)	Unix
1	9 (2.91%)	Windows
2	8 (2.59%)	Linux

Processes & Methodologies
1	114 (36.89%)	Business Intelligence
2	82 (26.54%)	Agile Software Development
3	79 (25.57%)	ETL
4	56 (18.12%)	Data Architecture
5	40 (12.94%)	Logical Data Model
6	36 (11.65%)	Migration
7	35 (11.33%)	Data Analysis
7	35 (11.33%)	Physical Data Model
8	34 (11.00%)	Data Management
9	32 (10.36%)	Data Migration
9	32 (10.36%)	Performance Tuning
10	30 (9.71%)	Visualisation
10	30 (9.71%)	Waterfall
11	29 (9.39%)	Stakeholder Management
12	26 (8.41%)	Analytics
12	26 (8.41%)	Dimensional Modelling
12	26 (8.41%)	Kimball Methodology
13	22 (7.12%)	Data Integration
14	21 (6.80%)	Business Analysis
14	21 (6.80%)	Scrum

Programming Languages
1	115 (37.22%)	SQL
2	30 (9.71%)	PL/SQL
3	23 (7.44%)	Java
4	16 (5.18%)	Python
5	13 (4.21%)	JavaScript
6	12 (3.88%)	C#
7	11 (3.56%)	R
8	10 (3.24%)	T-SQL
9	7 (2.27%)	C++
9	7 (2.27%)	Scala
10	6 (1.94%)	ABAP
10	6 (1.94%)	C
11	4 (1.29%)	Perl
11	4 (1.29%)	PHP
12	3 (0.97%)	Apex Code
13	2 (0.65%)	Tcl
14	1 (0.32%)	Ruby
14	1 (0.32%)	Shell Script
14	1 (0.32%)	VB
14	1 (0.32%)	VBA

Qualifications
1	29 (9.39%)	Degree
2	28 (9.06%)	Security Cleared
3	20 (6.47%)	SC Cleared
4	7 (2.27%)	ISEB
5	6 (1.94%)	Numerate Degree
6	5 (1.62%)	PRINCE2 Certification
7	4 (1.29%)	BC Cleared
8	3 (0.97%)	CCA
9	2 (0.65%)	BPSS Clearance
9	2 (0.65%)	IIBA
9	2 (0.65%)	ITIL Certification
10	1 (0.32%)	HND
10	1 (0.32%)	Microsoft Certification
10	1 (0.32%)	PMI Certification
10	1 (0.32%)	SAP Certification

Quality Assurance & Compliance
1	31 (10.03%)	Data Quality
2	8 (2.59%)	IFRS
3	7 (2.27%)	GDPR
3	7 (2.27%)	IFRS 9
3	7 (2.27%)	QA
4	6 (1.94%)	Basel II
5	4 (1.29%)	ISO/IEC 27001
6	3 (0.97%)	Sarbanes-Oxley
7	2 (0.65%)	Cyber Essentials
7	2 (0.65%)	JSP 440
7	2 (0.65%)	PMO
7	2 (0.65%)	SLA
8	1 (0.32%)	Disclosure Scotland

System Software
1	2 (0.65%)	HDFS
1	2 (0.65%)	Oracle RAC
1	2 (0.65%)	vCloud
2	1 (0.32%)	Apache Flume
2	1 (0.32%)	Docker
2	1 (0.32%)	VMware Workstation

Systems Management
1	4 (1.29%)	Oozie
2	2 (0.65%)	Data Guard
2	2 (0.65%)	Hadoop YARN
2	2 (0.65%)	SCCM
3	1 (0.32%)	CA Service Virtualization
3	1 (0.32%)	HP Quality Center
3	1 (0.32%)	Kubernetes
3	1 (0.32%)	MOM
3	1 (0.32%)	Puppet

Vendors
1	75 (24.27%)	Oracle
2	37 (11.97%)	SAP
3	36 (11.65%)	Microsoft
4	26 (8.41%)	Talend
5	16 (5.18%)	Informatica
5	16 (5.18%)	Tableau
6	15 (4.85%)	IBM
7	13 (4.21%)	MicroStrategy
8	9 (2.91%)	BMC
8	9 (2.91%)	Remedy
9	8 (2.59%)	Salesforce.com
10	7 (2.27%)	Siebel
11	6 (1.94%)	Cognos
11	6 (1.94%)	Teradata
12	5 (1.62%)	CA
12	5 (1.62%)	ESRI
12	5 (1.62%)	Red Hat
13	4 (1.29%)	Netezza
13	4 (1.29%)	Trillium
14	3 (0.97%)	Telerik