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 21 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
21 Jan 2017
Same period 2016 Same period 2015
Reference Data
UK / England
Rank 737 816 786
Rank change year-on-year
+79 -30
Permanent jobs citing Reference Data 90 99 128
As % of all permanent IT jobs located in England 0.12% 0.11% 0.13%
As % of the Miscellaneous category 0.28% 0.25% 0.32%
Number of salaries quoted 77 75 92
Median salary £75,000 £62,500 £70,000
Median salary % change year-on-year
+20.00% -10.71%
90% offered a salary of more than £50,000 £52,000 £55,250
10% offered a salary of more than £95,000 £83,000 £90,000
UK excluding London median salary £58,500 £52,250 £50,000
% change year-on-year
+11.96% +4.50%

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
31671 39853 39999
As % of all permanent IT jobs located in England 40.72% 42.74% 40.79%
Number of salaries quoted 25986 32445 32638
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £29,000 £30,000 £27,500
10% offered a salary of more than £80,000 £75,000 £80,000
UK excluding London median salary £42,500 £42,500 £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 21 January 2017.

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 21 January 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
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +55 83 £75,000 +17.64% 7
South East +65 3 £72,500 +46.46%
South West +25 3 £62,000 -
North West -9 1 - -
Reference Data
UK

Reference Data
Top 30 Related IT Skills in England

For the 6 months to 21 January 2017, 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 97 (48.50%) Finance
2 88 (44.00%) SQL
3 62 (31.00%) Banking
4 61 (30.50%) Data Management
4 61 (30.50%) Java
5 58 (29.00%) Data Quality
6 48 (24.00%) Data Modelling
7 40 (20.00%) SQL Server
8 37 (18.50%) Degree
9 36 (18.00%) Agile Software Development
10 33 (16.50%) Analytics
11 32 (16.00%) Data Analysis
11 32 (16.00%) Data Warehouse
12 30 (15.00%) Business Intelligence
12 30 (15.00%) Migration
12 30 (15.00%) AngularJS
13 29 (14.50%) Oracle
13 29 (14.50%) JavaScript
14 28 (14.00%) SDLC
15 27 (13.50%) Analytical Skills
15 27 (13.50%) C#
15 27 (13.50%) ETL
16 26 (13.00%) Data Architecture
17 24 (12.00%) Sybase
17 24 (12.00%) Business Analysis
17 24 (12.00%) Data Governance
18 20 (10.00%) XML
18 20 (10.00%) Linux
18 20 (10.00%) Investment Banking
18 20 (10.00%) Equities

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 8 (4.00%) SharePoint
2 7 (3.50%) Jetty
2 7 (3.50%) SAS
3 5 (2.50%) Apache
4 4 (2.00%) Apache Pig
4 4 (2.00%) Apache Spark
4 4 (2.00%) Elasticsearch
4 4 (2.00%) Moodle
5 3 (1.50%) Tomcat
6 2 (1.00%) OpenStack
6 2 (1.00%) Oracle SOA Suite
7 1 (0.50%) Apache Solr
7 1 (0.50%) GlassFish
7 1 (0.50%) JBoss
7 1 (0.50%) WebLogic
Applications
1 5 (2.50%) MS Excel
2 3 (1.50%) MS Visio
2 3 (1.50%) Spreadsheet
3 2 (1.00%) Mathematica
3 2 (1.00%) SPSS
4 1 (0.50%) MS Office
4 1 (0.50%) MS Project
Business Applications
1 5 (2.50%) Markit EDM
2 3 (1.50%) FINCAD Analytics
3 2 (1.00%) FastStats
4 1 (0.50%) thinkFolio
Cloud Services
1 6 (3.00%) GitHub
2 5 (2.50%) Microsoft Azure
3 4 (2.00%) Amazon AWS
3 4 (2.00%) Google Cloud Platform
4 2 (1.00%) AWS Lambda
4 2 (1.00%) Google Analytics
Communications & Networking
1 2 (1.00%) Multicast
1 2 (1.00%) TCP/IP
Database & Business Intelligence
1 40 (20.00%) SQL Server
2 32 (16.00%) Data Warehouse
3 19 (9.50%) MySQL
4 17 (8.50%) Relational Database
5 16 (8.00%) Big Data
6 14 (7.00%) Hadoop
6 14 (7.00%) QlikView
7 13 (6.50%) NoSQL
8 12 (6.00%) BusinessObjects
9 10 (5.00%) Crystal Reports
9 10 (5.00%) RDBMS
10 9 (4.50%) DB2
11 8 (4.00%) MongoDB
11 8 (4.00%) MS Access
12 6 (3.00%) Apache Hive
13 5 (2.50%) Oracle Database
13 5 (2.50%) Power BI
14 4 (2.00%) BigTable
14 4 (2.00%) Impala
14 4 (2.00%) Tick Data
Development Applications
1 16 (8.00%) Maven
2 12 (6.00%) Jenkins
3 11 (5.50%) ERwin
4 8 (4.00%) Eclipse
4 8 (4.00%) Visual Studio
4 8 (4.00%) XMLSpy
5 5 (2.50%) Git (software)
5 5 (2.50%) JIRA
6 4 (2.00%) Talend Open Studio
7 3 (1.50%) Subversion
8 1 (0.50%) PowerDesigner
General
1 97 (48.50%) Finance
2 62 (31.00%) Banking
3 20 (10.00%) Investment Banking
4 14 (7.00%) Front Office
5 13 (6.50%) Back Office
6 12 (6.00%) Retail
7 5 (2.50%) Financial Institution
8 4 (2.00%) Legal
9 3 (1.50%) Law
10 2 (1.00%) Marketing
10 2 (1.00%) Retail Banking
10 2 (1.00%) Telecoms
11 1 (0.50%) Japanese Language
11 1 (0.50%) Publishing
Job Titles
1 70 (35.00%) Analyst
2 56 (28.00%) Developer
3 36 (18.00%) Java Developer
4 35 (17.50%) Architect
5 34 (17.00%) Data Analyst
6 29 (14.50%) Business Analyst
7 25 (12.50%) Senior Developer
8 22 (11.00%) Data Architect
9 19 (9.50%) Senior Java Developer
10 12 (6.00%) Data Business Analyst
11 11 (5.50%) Consultant
11 11 (5.50%) Market Data Developer
11 11 (5.50%) Scala Developer
11 11 (5.50%) SQL Developer
12 8 (4.00%) Market Data Analyst
12 8 (4.00%) Project Manager
13 7 (3.50%) Data Manager
13 7 (3.50%) JavaScript Developer
13 7 (3.50%) Market Data Business Analyst
13 7 (3.50%) Solutions Architect
Libraries, Frameworks & Software Standards
1 30 (15.00%) AngularJS
2 20 (10.00%) Hibernate
2 20 (10.00%) XML
3 17 (8.50%) Apache Camel
4 16 (8.00%) HTML
4 16 (8.00%) Spring
5 12 (6.00%) CSS
6 11 (5.50%) FIX Protocol
7 10 (5.00%) REST
8 8 (4.00%) Guava
8 8 (4.00%) Guice
8 8 (4.00%) HTML5
9 7 (3.50%) Apache CXF
9 7 (3.50%) JPA
10 5 (2.50%) Java EE
10 5 (2.50%) JSON
10 5 (2.50%) Web Services
11 4 (2.00%) CSS3
11 4 (2.00%) Lucene
12 3 (1.50%) Node.js
Miscellaneous
1 27 (13.50%) Analytical Skills
2 20 (10.00%) Equities
3 18 (9.00%) Derivative
4 17 (8.50%) Fixed Income
5 16 (8.00%) Computer Science
6 15 (7.50%) Credit Risk
7 13 (6.50%) Foreign Exchange (FX)
8 12 (6.00%) Data Integration
9 11 (5.50%) Market Risk
10 9 (4.50%) Hedge funds
11 8 (4.00%) Equity Derivative
11 8 (4.00%) Management Information System
12 7 (3.50%) Fintech
12 7 (3.50%) PMI
12 7 (3.50%) Visualisation
13 6 (3.00%) Data Structures
13 6 (3.00%) Mainframe
13 6 (3.00%) Mathematics
13 6 (3.00%) OTC Derivatives
14 5 (2.50%) Statistics
Operating Systems
1 20 (10.00%) Linux
2 15 (7.50%) Unix
3 7 (3.50%) Windows
4 2 (1.00%) Windows Server
Processes & Methodologies
1 61 (30.50%) Data Management
2 48 (24.00%) Data Modelling
3 36 (18.00%) Agile Software Development
4 33 (16.50%) Analytics
5 32 (16.00%) Data Analysis
6 30 (15.00%) Business Intelligence
6 30 (15.00%) Migration
7 28 (14.00%) SDLC
8 27 (13.50%) ETL
9 26 (13.00%) Data Architecture
10 24 (12.00%) Business Analysis
10 24 (12.00%) Data Governance
11 19 (9.50%) Metadata Management
12 18 (9.00%) Workflow
13 17 (8.50%) Asset Management
13 17 (8.50%) Data Mapping
14 15 (7.50%) Project Management
15 14 (7.00%) Master Data Management
15 14 (7.00%) Web Development
16 13 (6.50%) Investment Management
Programming Languages
1 88 (44.00%) SQL
2 61 (30.50%) Java
3 29 (14.50%) JavaScript
4 27 (13.50%) C#
5 20 (10.00%) Scala
6 19 (9.50%) Python
7 12 (6.00%) C++
8 6 (3.00%) Perl
9 5 (2.50%) R
9 5 (2.50%) Shell Script
10 3 (1.50%) MATLAB
11 2 (1.00%) Clojure
11 2 (1.00%) F#
11 2 (1.00%) Haskell
11 2 (1.00%) PHP
11 2 (1.00%) PL/SQL
11 2 (1.00%) Prolog
12 1 (0.50%) AWK
12 1 (0.50%) C
Qualifications
1 37 (18.50%) Degree
2 7 (3.50%) PMI Certification
3 3 (1.50%) ISEB
4 1 (0.50%) ISEB Practitioner
4 1 (0.50%) PhD
4 1 (0.50%) Postgraduate
Quality Assurance & Compliance
1 58 (29.00%) Data Quality
2 19 (9.50%) MiFID
3 10 (5.00%) Dodd-Frank
4 9 (4.50%) QA
5 7 (3.50%) EMIR
6 3 (1.50%) Basel III
7 2 (1.00%) SLA
8 1 (0.50%) GDPR
8 1 (0.50%) ISO/IEC 27001
8 1 (0.50%) ISO15022
8 1 (0.50%) PCI DSS
8 1 (0.50%) Solvency II
System Software
1 2 (1.00%) Apache ZooKeeper
1 2 (1.00%) GridGain
1 2 (1.00%) HDFS
2 1 (0.50%) Apache Flume
Systems Management
1 2 (1.00%) Oozie
2 1 (0.50%) HP Quality Center
Vendors
1 29 (14.50%) Oracle
2 24 (12.00%) Sybase
3 19 (9.50%) Informatica
4 18 (9.00%) Microsoft
5 11 (5.50%) Teradata
6 9 (4.50%) Trillium
7 6 (3.00%) GoldenSource
8 5 (2.50%) Ab Initio
8 5 (2.50%) Bloomberg
9 4 (2.00%) Cognos
9 4 (2.00%) Fidessa
9 4 (2.00%) IBM
9 4 (2.00%) Reuters
9 4 (2.00%) Talend
10 2 (1.00%) Adobe
10 2 (1.00%) Casewise
10 2 (1.00%) Charles River
10 2 (1.00%) Google
10 2 (1.00%) Netezza
10 2 (1.00%) Qubit
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