The table below looks at the prevalence of the term Reference Data in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Reference Data over the 3 months to 30 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 Jul 2016
Same period 2015 Same period 2014
Reference Data
Rank 796 777 770
Rank change year-on-year
-19 -7
Permanent jobs citing Reference Data 108 162 189
As % of all permanent IT jobs located in England 0.12% 0.16% 0.17%
As % of the Miscellaneous category 0.28% 0.38% 0.42%
Number of salaries quoted 94 115 136
Median salary £67,500 £65,000 £70,000
Median salary % change year-on-year
+3.84% -7.14%
90% offered a salary of more than £40,000 £43,000 £45,000
10% offered a salary of more than £80,000 £94,000 £96,250
UK excluding London median salary £45,000 £45,000 £70,000
% change year-on-year
- -35.71%
Reference Data
UK

The following table is for comparison with the above and provides statistics for the entire Miscellaneous category in permanent jobs advertised in the England region.

Miscellaneous Category
England
Permanent IT job ads with a match in the
Miscellaneous category
38039 42825 44510
As % of all permanent IT jobs located in England 41.50% 41.82% 40.65%
Number of salaries quoted 31534 34325 35402
Median salary £50,000 £47,500 £47,500
Median salary % change year-on-year
+5.26% -
90% offered a salary of more than £28,500 £27,500 £28,750
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £42,500 £40,000 £40,000
% change year-on-year
+6.25% -

Reference Data
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Reference Data as a proportion of all IT jobs with a match in the Miscellaneous category.

Reference Data Jobs Demand Trend in England

Reference Data
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Reference Data across the England region.

Reference Data Salary Trend in England

Reference Data
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Reference Data across the England region over the 3 months to 30 July 2016.

Reference Data Salary Histogram in England

Reference Data
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Reference Data within the England region over the 3 months to 30 July 2016. 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
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -19 88 £70,000 - 14
South East +17 13 £43,750 -2.77% 1
Yorkshire +36 3 £60,000 +9.09%
North West - 3 £56,250 - 2
West Midlands - 1 £42,500 -
Reference Data
UK

Reference Data
Top 30 Related IT Skills in England

For the 6 months to 30 July 2016, IT jobs citing Reference Data also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for Reference Data.

1 121 (61.42%) Finance
2 84 (42.64%) SQL
3 68 (34.52%) Banking
4 64 (32.49%) Data Management
5 48 (24.37%) Fixed Income
6 46 (23.35%) Asset Management
7 41 (20.81%) Agile Software Development
7 41 (20.81%) Front Office
7 41 (20.81%) SQL Server
7 41 (20.81%) Data Quality
8 40 (20.30%) Data Governance
8 40 (20.30%) Derivative
9 39 (19.80%) Investment Banking
10 38 (19.29%) Data Modelling
11 37 (18.78%) Project Management
12 33 (16.75%) Data Warehouse
12 33 (16.75%) Data Analysis
13 31 (15.74%) Analytical Skills
14 27 (13.71%) Business Analysis
15 26 (13.20%) Retail
16 24 (12.18%) Management Information System
16 24 (12.18%) Charles River
16 24 (12.18%) Microsoft
17 23 (11.68%) Bloomberg
17 23 (11.68%) Analytics
18 22 (11.17%) Investment Management
19 21 (10.66%) Oracle
19 21 (10.66%) Equities
20 20 (10.15%) MS Excel
20 20 (10.15%) Back Office

Reference Data
Top Related 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 5 (2.54%) SAS
2 3 (1.52%) Jetty
3 2 (1.02%) Apache
3 2 (1.02%) Documentum
3 2 (1.02%) SharePoint
4 1 (0.51%) Confluence
4 1 (0.51%) Elasticsearch
4 1 (0.51%) IIS
4 1 (0.51%) JBoss
4 1 (0.51%) WebLogic
4 1 (0.51%) WebSphere
4 1 (0.51%) WebSphere Application Server
Applications
1 20 (10.15%) MS Excel
2 14 (7.11%) MS Visio
3 9 (4.57%) MS Office
4 4 (2.03%) MS PowerPoint
Business Applications
1 8 (4.06%) Markit EDM
2 4 (2.03%) Eagle PACE
3 3 (1.52%) CSG Singleview
4 1 (0.51%) Dynamics CRM
4 1 (0.51%) ResourceLink
4 1 (0.51%) SAP CO
4 1 (0.51%) SAP FI
4 1 (0.51%) SAP FI/CO
4 1 (0.51%) SAP Oil and Gas
Cloud Services
1 3 (1.52%) Microsoft Azure
2 2 (1.02%) GitHub
3 1 (0.51%) SaaS
Communications & Networking
1 7 (3.55%) Multicast
1 7 (3.55%) TCP/IP
2 1 (0.51%) HTTP
2 1 (0.51%) Remote Desktop
2 1 (0.51%) VPN
2 1 (0.51%) WebEx
Database & Business Intelligence
1 41 (20.81%) SQL Server
2 33 (16.75%) Data Warehouse
3 11 (5.58%) Relational Database
4 8 (4.06%) Big Data
5 5 (2.54%) NoSQL
6 4 (2.03%) SQL Server Integration Services
7 3 (1.52%) BusinessObjects
7 3 (1.52%) Crystal Reports
7 3 (1.52%) Hadoop
7 3 (1.52%) Qlik Sense
7 3 (1.52%) Redis
8 2 (1.02%) Enterprise Data Warehouse
8 2 (1.02%) MongoDB
8 2 (1.02%) MySQL
8 2 (1.02%) Oracle Database
8 2 (1.02%) Oracle Reports
8 2 (1.02%) RavenDB
8 2 (1.02%) RDBMS
8 2 (1.02%) SQL Server 2014
8 2 (1.02%) SQL Server Analysis Services
Development Applications
1 7 (3.55%) JIRA
2 6 (3.05%) NUnit
3 4 (2.03%) ERwin
3 4 (2.03%) Subversion
4 3 (1.52%) SQL Server Management Studio (SSMS)
4 3 (1.52%) TestNG
4 3 (1.52%) Toad
5 1 (0.51%) Git (software)
5 1 (0.51%) Jenkins
5 1 (0.51%) JUnit
5 1 (0.51%) Maven
5 1 (0.51%) PowerDesigner
General
1 121 (61.42%) Finance
2 68 (34.52%) Banking
3 41 (20.81%) Front Office
4 39 (19.80%) Investment Banking
5 26 (13.20%) Retail
6 20 (10.15%) Back Office
7 13 (6.60%) Financial Institution
8 7 (3.55%) Legal
9 5 (2.54%) Billing
10 4 (2.03%) International Banking
10 4 (2.03%) Retail Banking
10 4 (2.03%) Telecoms
11 1 (0.51%) Manufacturing
11 1 (0.51%) Marketing
11 1 (0.51%) Publishing
Job Titles
1 94 (47.72%) Analyst
2 47 (23.86%) Business Analyst
3 46 (23.35%) Data Analyst
4 33 (16.75%) Developer
5 31 (15.74%) Data Business Analyst
6 24 (12.18%) Data Manager
7 19 (9.64%) Project Manager
8 16 (8.12%) Market Data Manager
9 15 (7.61%) Asset Management Analyst
9 15 (7.61%) Senior Analyst
10 13 (6.60%) Asset Management Business Analyst
11 12 (6.09%) Banking Analyst
11 12 (6.09%) Java Developer
11 12 (6.09%) Market Data Analyst
11 12 (6.09%) Vendor Manager
12 11 (5.58%) Architect
12 11 (5.58%) Regulatory Business Analyst
12 11 (5.58%) Report Analyst
13 10 (5.08%) Reference Data Business Analyst
13 10 (5.08%) SQL Developer
Libraries, Frameworks & Software Standards
1 10 (5.08%) XML
2 8 (4.06%) .NET
2 8 (4.06%) AngularJS
3 6 (3.05%) Web Services
4 5 (2.54%) Apache Camel
4 5 (2.54%) JSON
5 4 (2.03%) REST
6 3 (1.52%) Apache CXF
6 3 (1.52%) Guava
6 3 (1.52%) Guice
6 3 (1.52%) Hibernate
6 3 (1.52%) HTML
6 3 (1.52%) HTML5
6 3 (1.52%) J2EE
6 3 (1.52%) JPA
6 3 (1.52%) MSMQ
6 3 (1.52%) RabbitMQ
6 3 (1.52%) RESTful
6 3 (1.52%) SOAP
6 3 (1.52%) Spring
Miscellaneous
1 48 (24.37%) Fixed Income
2 40 (20.30%) Derivative
3 31 (15.74%) Analytical Skills
4 24 (12.18%) Management Information System
5 21 (10.66%) Equities
6 18 (9.14%) Equity Derivative
7 10 (5.08%) Credit Risk
8 9 (4.57%) OTC Derivatives
9 8 (4.06%) Foreign Exchange (FX)
9 8 (4.06%) Mathematics
9 8 (4.06%) Statistics
10 7 (3.55%) Computer Science
10 7 (3.55%) Pricing Data
10 7 (3.55%) Reinsurance
11 6 (3.05%) Data Integration
11 6 (3.05%) Data Structures
11 6 (3.05%) Hedge funds
12 5 (2.54%) Data Extraction
12 5 (2.54%) PMI
13 4 (2.03%) Algorithms
Operating Systems
1 11 (5.58%) Unix
2 5 (2.54%) Linux
3 2 (1.02%) Windows
4 1 (0.51%) Solaris
4 1 (0.51%) Windows 2000
4 1 (0.51%) Windows XP
Processes & Methodologies
1 64 (32.49%) Data Management
2 46 (23.35%) Asset Management
3 41 (20.81%) Agile Software Development
4 40 (20.30%) Data Governance
5 38 (19.29%) Data Modelling
6 37 (18.78%) Project Management
7 33 (16.75%) Data Analysis
8 27 (13.71%) Business Analysis
9 23 (11.68%) Analytics
10 22 (11.17%) Investment Management
11 20 (10.15%) SDLC
12 19 (9.64%) Business Intelligence
13 18 (9.14%) Validation
14 17 (8.63%) Workflow
15 16 (8.12%) Project Governance
16 14 (7.11%) Master Data Management
16 14 (7.11%) Quality Management
16 14 (7.11%) Waterfall
17 13 (6.60%) Migration
18 12 (6.09%) Stakeholder Management
Programming Languages
1 84 (42.64%) SQL
2 18 (9.14%) C#
3 16 (8.12%) Java
4 11 (5.58%) T-SQL
5 10 (5.08%) PL/SQL
5 10 (5.08%) Python
6 7 (3.55%) C++
7 6 (3.05%) VB
8 5 (2.54%) JavaScript
8 5 (2.54%) VBA
9 4 (2.03%) VB6
10 3 (1.52%) Haskell
10 3 (1.52%) Kotlin
10 3 (1.52%) Perl
10 3 (1.52%) Scala
10 3 (1.52%) Shell Script
11 2 (1.02%) PHP
12 1 (0.51%) XPath
Qualifications
1 17 (8.63%) Degree
2 8 (4.06%) PMI Certification
3 3 (1.52%) PMP
3 3 (1.52%) PRINCE2 Certification
4 1 (0.51%) CISA
4 1 (0.51%) CISM
4 1 (0.51%) CISSP
4 1 (0.51%) CRISC
4 1 (0.51%) ECDL
4 1 (0.51%) PhD
Quality Assurance & Compliance
1 41 (20.81%) Data Quality
2 11 (5.58%) Dodd-Frank
2 11 (5.58%) EMIR
2 11 (5.58%) MiFID
3 10 (5.08%) QA
4 9 (4.57%) Basel III
5 7 (3.55%) COREP
5 7 (3.55%) CRD IV
5 7 (3.55%) FINREP
6 6 (3.05%) SLA
7 5 (2.54%) FATCA
System Software
1 1 (0.51%) Active Directory
Systems Management
1 6 (3.05%) HP Quality Center
2 2 (1.02%) ITRS Geneos
Vendors
1 24 (12.18%) Charles River
1 24 (12.18%) Microsoft
2 23 (11.68%) Bloomberg
3 21 (10.66%) Oracle
4 10 (5.08%) GoldenSource
5 8 (4.06%) Sybase
6 7 (3.55%) Reuters
7 6 (3.05%) HP
7 6 (3.05%) SunGard
8 4 (2.03%) SAP
9 3 (1.52%) Ab Initio
9 3 (1.52%) Cognizant
9 3 (1.52%) Informatica
9 3 (1.52%) Netezza
9 3 (1.52%) Tableau
9 3 (1.52%) Teradata
10 2 (1.02%) OpenText
10 2 (1.02%) Pega
11 1 (0.51%) Citrix
11 1 (0.51%) Sony
City, London
Best Practice Talent Solutions
Salary: From £55,000 to £75,000 per annum Salary offered dependent on current
Posted: 3 days ago
City, London
Harrington Starr
Salary: £85000 - £120000 per annum
Posted: Yesterday
City, London
Harrington Starr
Salary: £60000 - £70000 per annum + plus package and bonus
Posted: 16 hours ago
City of London
iKas International
Salary: £450 - £500 per day
Posted: 3 days ago
London
Harrington Starr
Salary: £55000 - £65000 per annum + package
Posted: 3 days ago
London
Harrington Starr
Salary: £50000 - £65000 per annum + benefits + bonus
Posted: 5 days ago
Knutsford, Cheshire
Cognizant
Posted: 23 days ago
Cheshire
Lawrence Harvey
Salary: £50000.00 - £65000.00 per annum + benefits
Posted: 23 days ago
London
Hays London City Cheapside
Salary: £40000.00 - £50000.00 per annum + Competitive Base + Bonus
Posted: 24 days ago
London
Progressive Recruitment
Salary: competitive
Posted: 23 days ago
Wokingham, Berkshire
V2
Salary: From £30,000 to £45,000 per annum plus uncapped bonus and benefits
Posted: 18 days ago
London
Huxley
Salary: £55000 - £75000 per annum + competitive
Posted: 23 days ago