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 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
30 Sep 2016
Same period 2015 Same period 2014
Reference Data
Rank 768 758 796
Rank change year-on-year
-10 +38
Permanent jobs citing Reference Data 110 178 160
As % of all permanent IT jobs located in England 0.12% 0.17% 0.15%
As % of the Miscellaneous category 0.30% 0.41% 0.37%
Number of salaries quoted 88 146 121
Median salary £75,000 £60,000 £75,000
Median salary % change year-on-year
+25.00% -20.00%
90% offered a salary of more than £38,550 £45,000 £45,000
10% offered a salary of more than £90,000 £90,000 £100,000
UK excluding London median salary £37,500 £45,000 £48,000
% change year-on-year
-16.66% -6.25%
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
36831 43359 43064
As % of all permanent IT jobs located in England 41.11% 42.55% 40.27%
Number of salaries quoted 30351 35275 33917
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £29,500 £28,783 £28,000
10% offered a salary of more than £80,000 £75,000 £78,264
UK excluding London median salary £42,500 £42,000 £40,000
% change year-on-year
+1.19% +5.00%

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 September 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 September 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 +6 93 £75,000 +20.00% 13
South East +31 10 £37,500 -16.66% 1
North West +9 5 £57,500 +53.33%
Yorkshire +29 1 - -
South West -10 1 £65,000 +30.00% 1
Reference Data
UK

Reference Data
Top 30 Related IT Skills in England

For the 6 months to 30 September 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.

1 123 (56.16%) Finance
2 91 (41.55%) SQL
3 78 (35.62%) Banking
4 59 (26.94%) Data Management
5 50 (22.83%) Agile Software Development
6 49 (22.37%) Fixed Income
7 48 (21.92%) Data Modelling
8 47 (21.46%) Data Quality
9 44 (20.09%) Derivative
10 41 (18.72%) Java
10 41 (18.72%) SQL Server
11 40 (18.26%) Asset Management
12 39 (17.81%) Data Governance
12 39 (17.81%) Analytics
13 38 (17.35%) Project Management
14 36 (16.44%) Data Analysis
15 35 (15.98%) Front Office
16 33 (15.07%) Investment Banking
17 32 (14.61%) Data Warehouse
18 31 (14.16%) C#
18 31 (14.16%) Business Analysis
18 31 (14.16%) Equities
19 30 (13.70%) Analytical Skills
20 29 (13.24%) Retail
20 29 (13.24%) Business Intelligence
21 27 (12.33%) Degree
22 26 (11.87%) SDLC
23 25 (11.42%) AngularJS
24 24 (10.96%) Back Office
24 24 (10.96%) Microsoft

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 11 (5.02%) SAS
2 6 (2.74%) Jetty
3 4 (1.83%) Apache
3 4 (1.83%) SharePoint
4 3 (1.37%) Apache Spark
5 2 (0.91%) Apache Pig
5 2 (0.91%) Documentum
5 2 (0.91%) Elasticsearch
5 2 (0.91%) OpenStack
6 1 (0.46%) Confluence
6 1 (0.46%) IIS
6 1 (0.46%) JBoss
6 1 (0.46%) WebLogic
6 1 (0.46%) WebSphere
6 1 (0.46%) WebSphere Application Server
Applications
1 16 (7.31%) MS Excel
1 16 (7.31%) MS Visio
2 6 (2.74%) MS Office
3 2 (0.91%) Mathematica
3 2 (0.91%) SPSS
4 1 (0.46%) MS Project
Business Applications
1 5 (2.28%) Markit EDM
2 3 (1.37%) Eagle PACE
3 2 (0.91%) FastStats
4 1 (0.46%) Dynamics CRM
4 1 (0.46%) SAP CO
4 1 (0.46%) SAP FI
4 1 (0.46%) SAP FI/CO
4 1 (0.46%) thinkFolio
Cloud Services
1 7 (3.20%) GitHub
2 3 (1.37%) Microsoft Azure
3 2 (0.91%) Amazon AWS
3 2 (0.91%) AWS Lambda
3 2 (0.91%) Google Analytics
3 2 (0.91%) Google Cloud Platform
Communications & Networking
1 7 (3.20%) Multicast
1 7 (3.20%) TCP/IP
2 1 (0.46%) HTTP
2 1 (0.46%) Remote Desktop
2 1 (0.46%) VPN
2 1 (0.46%) WebEx
Database & Business Intelligence
1 41 (18.72%) SQL Server
2 32 (14.61%) Data Warehouse
3 14 (6.39%) Big Data
4 11 (5.02%) Relational Database
5 10 (4.57%) Hadoop
6 8 (3.65%) BusinessObjects
6 8 (3.65%) MySQL
7 7 (3.20%) NoSQL
7 7 (3.20%) QlikView
8 5 (2.28%) Crystal Reports
8 5 (2.28%) RDBMS
9 4 (1.83%) DataStage
9 4 (1.83%) MongoDB
9 4 (1.83%) SQL Server Integration Services
10 3 (1.37%) Apache Hive
10 3 (1.37%) HBase
10 3 (1.37%) Impala
10 3 (1.37%) Oracle Database
10 3 (1.37%) Qlik Sense
10 3 (1.37%) Redis
Development Applications
1 10 (4.57%) JIRA
2 6 (2.74%) ERwin
2 6 (2.74%) NUnit
3 5 (2.28%) Jenkins
3 5 (2.28%) Maven
4 4 (1.83%) Subversion
5 3 (1.37%) SQL Server Management Studio (SSMS)
5 3 (1.37%) TestNG
5 3 (1.37%) Toad
6 2 (0.91%) Eclipse
6 2 (0.91%) Talend Open Studio
6 2 (0.91%) Visual Studio
6 2 (0.91%) XMLSpy
7 1 (0.46%) Git (software)
7 1 (0.46%) JUnit
7 1 (0.46%) PowerDesigner
General
1 123 (56.16%) Finance
2 78 (35.62%) Banking
3 35 (15.98%) Front Office
4 33 (15.07%) Investment Banking
5 29 (13.24%) Retail
6 24 (10.96%) Back Office
7 14 (6.39%) Financial Institution
8 6 (2.74%) Retail Banking
9 3 (1.37%) Legal
9 3 (1.37%) Marketing
10 2 (0.91%) Publishing
11 1 (0.46%) International Banking
11 1 (0.46%) Japanese Language
11 1 (0.46%) Telecoms
Job Titles
1 95 (43.38%) Analyst
2 49 (22.37%) Developer
3 48 (21.92%) Data Analyst
4 47 (21.46%) Business Analyst
5 31 (14.16%) Data Business Analyst
6 26 (11.87%) Java Developer
7 19 (8.68%) Data Manager
7 19 (8.68%) Project Manager
8 18 (8.22%) Architect
9 16 (7.31%) Market Data Analyst
10 14 (6.39%) Asset Management Analyst
11 13 (5.94%) Asset Management Business Analyst
11 13 (5.94%) Consultant
11 13 (5.94%) Market Data Manager
11 13 (5.94%) Reference Data Business Analyst
11 13 (5.94%) SQL Developer
12 12 (5.48%) Reference Data Analyst
12 12 (5.48%) Senior Developer
13 11 (5.02%) Business Data Analyst
13 11 (5.02%) Market Data Developer
Libraries, Frameworks & Software Standards
1 25 (11.42%) AngularJS
2 16 (7.31%) Apache Camel
3 12 (5.48%) REST
4 11 (5.02%) HTML
4 11 (5.02%) Spring
5 10 (4.57%) XML
6 9 (4.11%) CSS
6 9 (4.11%) Hibernate
7 7 (3.20%) JSON
8 6 (2.74%) .NET
8 6 (2.74%) Apache CXF
8 6 (2.74%) Guava
8 6 (2.74%) Guice
8 6 (2.74%) JPA
8 6 (2.74%) Web Services
9 4 (1.83%) HTML5
9 4 (1.83%) J2EE
9 4 (1.83%) SOAP
10 3 (1.37%) MSMQ
10 3 (1.37%) XSLT
Miscellaneous
1 49 (22.37%) Fixed Income
2 44 (20.09%) Derivative
3 31 (14.16%) Equities
4 30 (13.70%) Analytical Skills
5 23 (10.50%) Equity Derivative
5 23 (10.50%) Management Information System
6 22 (10.05%) Credit Risk
7 15 (6.85%) Hedge funds
8 14 (6.39%) Computer Science
8 14 (6.39%) Foreign Exchange (FX)
9 12 (5.48%) Data Integration
9 12 (5.48%) Statistics
10 11 (5.02%) Mathematics
11 10 (4.57%) Market Risk
12 9 (4.11%) Data Extraction
12 9 (4.11%) PMI
13 8 (3.65%) Data Structures
13 8 (3.65%) Visualisation
14 7 (3.20%) Mainframe
14 7 (3.20%) Pricing Data
Operating Systems
1 13 (5.94%) Unix
2 9 (4.11%) Linux
3 2 (0.91%) Windows
4 1 (0.46%) Solaris
Processes & Methodologies
1 59 (26.94%) Data Management
2 50 (22.83%) Agile Software Development
3 48 (21.92%) Data Modelling
4 40 (18.26%) Asset Management
5 39 (17.81%) Analytics
5 39 (17.81%) Data Governance
6 38 (17.35%) Project Management
7 36 (16.44%) Data Analysis
8 31 (14.16%) Business Analysis
9 29 (13.24%) Business Intelligence
10 26 (11.87%) SDLC
11 23 (10.50%) Investment Management
12 20 (9.13%) Quality Management
13 17 (7.76%) Data Architecture
14 16 (7.31%) ETL
14 16 (7.31%) Migration
14 16 (7.31%) Risk Management
14 16 (7.31%) Validation
14 16 (7.31%) Workflow
15 15 (6.85%) Project Governance
Programming Languages
1 91 (41.55%) SQL
2 41 (18.72%) Java
3 31 (14.16%) C#
4 17 (7.76%) JavaScript
5 14 (6.39%) Python
6 12 (5.48%) C++
7 8 (3.65%) PL/SQL
8 7 (3.20%) Scala
8 7 (3.20%) T-SQL
9 5 (2.28%) VBA
10 4 (1.83%) VB
10 4 (1.83%) VB6
11 3 (1.37%) Haskell
11 3 (1.37%) PHP
12 2 (0.91%) Clojure
12 2 (0.91%) F#
12 2 (0.91%) Prolog
12 2 (0.91%) Shell Script
13 1 (0.46%) C
13 1 (0.46%) Perl
Qualifications
1 27 (12.33%) Degree
2 9 (4.11%) PMI Certification
3 1 (0.46%) CISA
3 1 (0.46%) CISM
3 1 (0.46%) CISSP
3 1 (0.46%) CRISC
3 1 (0.46%) ISEB
3 1 (0.46%) ISEB Practitioner
3 1 (0.46%) PhD
3 1 (0.46%) Postgraduate
Quality Assurance & Compliance
1 47 (21.46%) Data Quality
2 12 (5.48%) Basel III
2 12 (5.48%) Dodd-Frank
2 12 (5.48%) MiFID
3 10 (4.57%) QA
4 9 (4.11%) EMIR
5 7 (3.20%) COREP
5 7 (3.20%) CRD IV
5 7 (3.20%) FINREP
6 6 (2.74%) SLA
7 1 (0.46%) FATCA
7 1 (0.46%) ISO15022
System Software
1 2 (0.91%) Apache ZooKeeper
1 2 (0.91%) GridGain
2 1 (0.46%) Active Directory
2 1 (0.46%) Apache Flume
2 1 (0.46%) HDFS
Systems Management
1 7 (3.20%) HP Quality Center
2 1 (0.46%) Oozie
Vendors
1 24 (10.96%) Microsoft
2 23 (10.50%) Charles River
3 20 (9.13%) Bloomberg
4 19 (8.68%) Sybase
5 17 (7.76%) Oracle
6 13 (5.94%) GoldenSource
7 9 (4.11%) Informatica
8 7 (3.20%) Ab Initio
8 7 (3.20%) HP
8 7 (3.20%) Reuters
8 7 (3.20%) Teradata
9 6 (2.74%) SunGard
10 5 (2.28%) Netezza
11 4 (1.83%) Fidessa
11 4 (1.83%) Tableau
12 3 (1.37%) Cognizant
13 2 (0.91%) Adobe
13 2 (0.91%) Cognos
13 2 (0.91%) Google
13 2 (0.91%) Trillium
City, London
HFG
Salary: £35000 - £45000 per annum
Posted: Yesterday
London
Emponics Ltd
Salary: c£75,000 + bens
Posted: Yesterday
London
Durlston Partners
Salary: Up to £85,000 per annum + Bonus + Benefits
Posted: 3 days ago
Stratford-Upon-Avon, Warwickshire
Lewis Paige
Salary: £45000 - £55000 per annum
Posted: 3 days ago
City, London
Harrington Starr
Salary: £85000 - £120000 per annum
Posted: 6 days ago
City, London
Harrington Starr
Salary: £70000 - £130000 per annum
Posted: 6 days ago
London
Harrington Starr
Salary: £70000 - £100000 per annum + Benefits + Bonus
Posted: 4 days ago
London
Digitech Resourcing Ltd
Salary: From £70,000 to £85,000 per annum Bonus and Great Benefits
Posted: 2 days ago
London
Durlston Partners
Salary: Up to £85,000 per annum + Benefits + Bonus
Posted: 5 days ago
City, London
Harrington Starr
Salary: £60000 - £70000 per annum + plus package and bonus
Posted: 3 days ago
London
UBS
Posted: 23 days ago
Poole, Dorset
LV
Salary: Competitive Salary + Benefits + Bonus
Posted: 21 days ago
Wokingham, Berkshire
V2
Salary: From £30,000 to £45,000 per annum plus uncapped bonus and benefits
Posted: 22 days ago