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

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Reference Data
Rank 754 806 813
Rank change year-on-year
+52 +7
Permanent jobs citing Reference Data 109 129 137
As % of all permanent IT jobs located in England 0.13% 0.13% 0.13%
As % of the Miscellaneous category 0.32% 0.30% 0.32%
Number of salaries quoted 89 105 96
Median salary £75,000 £62,500 £73,750
Median salary % change year-on-year
+20.00% -15.25%
90% offered a salary of more than £37,000 £45,000 £62,500
10% offered a salary of more than £90,500 £88,000 £95,000
UK excluding London median salary £55,000 £45,000 £46,500
% change year-on-year
+22.22% -3.22%
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
34445 42590 43158
As % of all permanent IT jobs located in England 40.89% 42.72% 40.49%
Number of salaries quoted 28265 34379 35152
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 £29,252 £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 8 December 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 8 December 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 +43 102 £75,000 +15.38% 4
South East +58 3 £85,000 +88.88%
South West +9 3 £65,000 -
North West -22 1 - -
Reference Data
UK

Reference Data
Top 30 Related IT Skills in England

For the 6 months to 8 December 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.

1 112 (51.61%) Finance
2 98 (45.16%) SQL
3 73 (33.64%) Banking
4 70 (32.26%) Data Management
5 65 (29.95%) Data Quality
6 60 (27.65%) Java
7 52 (23.96%) Data Modelling
8 44 (20.28%) Agile Software Development
9 43 (19.82%) Analytics
10 40 (18.43%) SQL Server
11 37 (17.05%) Degree
12 36 (16.59%) Data Analysis
13 34 (15.67%) Data Warehouse
14 32 (14.75%) Business Intelligence
14 32 (14.75%) C#
15 30 (13.82%) Data Governance
16 29 (13.36%) AngularJS
16 29 (13.36%) Derivative
17 28 (12.90%) Business Analysis
17 28 (12.90%) Migration
17 28 (12.90%) JavaScript
18 27 (12.44%) Data Architecture
19 26 (11.98%) SDLC
19 26 (11.98%) Oracle
19 26 (11.98%) Microsoft
19 26 (11.98%) ETL
20 25 (11.52%) Fixed Income
20 25 (11.52%) Retail
21 24 (11.06%) Asset Management
21 24 (11.06%) Investment Banking

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 (5.07%) SAS
2 8 (3.69%) Jetty
2 8 (3.69%) SharePoint
3 5 (2.30%) Apache
4 4 (1.84%) Elasticsearch
4 4 (1.84%) Oracle SOA Suite
5 3 (1.38%) Apache Spark
5 3 (1.38%) Moodle
5 3 (1.38%) Tomcat
6 2 (0.92%) Apache Pig
6 2 (0.92%) Documentum
6 2 (0.92%) OpenStack
7 1 (0.46%) Confluence
7 1 (0.46%) GlassFish
7 1 (0.46%) JBoss
7 1 (0.46%) WebLogic
Applications
1 11 (5.07%) MS Excel
2 8 (3.69%) MS Visio
3 3 (1.38%) MS Office
3 3 (1.38%) Spreadsheet
4 2 (0.92%) Mathematica
4 2 (0.92%) SPSS
5 1 (0.46%) MS Project
Business Applications
1 4 (1.84%) Markit EDM
2 3 (1.38%) FINCAD Analytics
3 2 (0.92%) FastStats
4 1 (0.46%) thinkFolio
Cloud Services
1 7 (3.23%) GitHub
2 3 (1.38%) Microsoft Azure
3 2 (0.92%) Amazon AWS
3 2 (0.92%) AWS Lambda
3 2 (0.92%) Google Analytics
3 2 (0.92%) Google Cloud Platform
Communications & Networking
1 2 (0.92%) Multicast
1 2 (0.92%) TCP/IP
Database & Business Intelligence
1 40 (18.43%) SQL Server
2 34 (15.67%) Data Warehouse
3 18 (8.29%) MySQL
4 15 (6.91%) Relational Database
5 14 (6.45%) Big Data
6 13 (5.99%) QlikView
7 11 (5.07%) BusinessObjects
7 11 (5.07%) Hadoop
7 11 (5.07%) NoSQL
8 8 (3.69%) Crystal Reports
8 8 (3.69%) RDBMS
9 7 (3.23%) DB2
10 6 (2.76%) MS Access
11 5 (2.30%) MongoDB
11 5 (2.30%) Oracle Database
12 4 (1.84%) Data Mining
12 4 (1.84%) Tick Data
13 3 (1.38%) Impala
13 3 (1.38%) Power BI
13 3 (1.38%) SQL Server Integration Services
Development Applications
1 14 (6.45%) Maven
2 11 (5.07%) ERwin
3 10 (4.61%) Jenkins
4 6 (2.76%) Eclipse
4 6 (2.76%) JIRA
4 6 (2.76%) Visual Studio
4 6 (2.76%) XMLSpy
5 4 (1.84%) Git (software)
5 4 (1.84%) Subversion
6 2 (0.92%) Talend Open Studio
7 1 (0.46%) PowerDesigner
General
1 112 (51.61%) Finance
2 73 (33.64%) Banking
3 25 (11.52%) Retail
4 24 (11.06%) Investment Banking
5 18 (8.29%) Front Office
6 17 (7.83%) Back Office
7 8 (3.69%) Financial Institution
8 6 (2.76%) Retail Banking
9 5 (2.30%) Legal
10 3 (1.38%) Law
10 3 (1.38%) Marketing
11 2 (0.92%) Publishing
11 2 (0.92%) Telecoms
12 1 (0.46%) Japanese Language
Job Titles
1 86 (39.63%) Analyst
2 56 (25.81%) Developer
3 43 (19.82%) Data Analyst
4 36 (16.59%) Java Developer
5 34 (15.67%) Business Analyst
6 32 (14.75%) Architect
7 22 (10.14%) Senior Developer
8 21 (9.68%) Data Architect
9 20 (9.22%) Data Business Analyst
10 18 (8.29%) Senior Java Developer
11 14 (6.45%) Project Manager
12 13 (5.99%) Consultant
13 12 (5.53%) SQL Developer
14 11 (5.07%) Market Data Developer
15 10 (4.61%) Data Manager
15 10 (4.61%) Excel Analyst
15 10 (4.61%) Market Data Business Analyst
16 9 (4.15%) Credit Analyst
16 9 (4.15%) Risk Analyst
16 9 (4.15%) SAS Analyst
Libraries, Frameworks & Software Standards
1 29 (13.36%) AngularJS
2 19 (8.76%) Hibernate
3 18 (8.29%) Apache Camel
4 17 (7.83%) XML
5 16 (7.37%) HTML
5 16 (7.37%) Spring
6 12 (5.53%) CSS
7 11 (5.07%) REST
8 9 (4.15%) Guava
8 9 (4.15%) Guice
9 8 (3.69%) Apache CXF
9 8 (3.69%) HTML5
9 8 (3.69%) JPA
10 7 (3.23%) FIX Protocol
11 5 (2.30%) Java EE
11 5 (2.30%) JSON
11 5 (2.30%) Web Services
12 4 (1.84%) CSS3
12 4 (1.84%) Lucene
13 3 (1.38%) Node.js
Miscellaneous
1 29 (13.36%) Derivative
2 25 (11.52%) Fixed Income
3 23 (10.60%) Equities
4 22 (10.14%) Credit Risk
5 21 (9.68%) Analytical Skills
6 17 (7.83%) Data Integration
7 16 (7.37%) Computer Science
8 15 (6.91%) Foreign Exchange (FX)
9 12 (5.53%) Management Information System
9 12 (5.53%) Market Risk
10 11 (5.07%) Equity Derivative
10 11 (5.07%) PMI
11 10 (4.61%) Hedge funds
11 10 (4.61%) Mathematics
11 10 (4.61%) Statistics
12 9 (4.15%) Data Extraction
13 8 (3.69%) OTC Derivatives
14 7 (3.23%) Data Structures
14 7 (3.23%) Mainframe
15 6 (2.76%) Visualisation
Operating Systems
1 19 (8.76%) Linux
2 15 (6.91%) Unix
3 6 (2.76%) Windows
4 1 (0.46%) Windows Server
Processes & Methodologies
1 70 (32.26%) Data Management
2 52 (23.96%) Data Modelling
3 44 (20.28%) Agile Software Development
4 43 (19.82%) Analytics
5 36 (16.59%) Data Analysis
6 32 (14.75%) Business Intelligence
7 30 (13.82%) Data Governance
8 28 (12.90%) Business Analysis
8 28 (12.90%) Migration
9 27 (12.44%) Data Architecture
10 26 (11.98%) ETL
10 26 (11.98%) SDLC
11 24 (11.06%) Asset Management
12 21 (9.68%) Quality Management
13 20 (9.22%) Data Mapping
13 20 (9.22%) Investment Management
13 20 (9.22%) Project Management
14 18 (8.29%) Master Data Management
15 16 (7.37%) Metadata Management
16 15 (6.91%) Risk Management
Programming Languages
1 98 (45.16%) SQL
2 60 (27.65%) Java
3 32 (14.75%) C#
4 28 (12.90%) JavaScript
5 21 (9.68%) Python
6 18 (8.29%) Scala
7 14 (6.45%) C++
8 6 (2.76%) Perl
9 5 (2.30%) R
9 5 (2.30%) Shell Script
10 3 (1.38%) MATLAB
10 3 (1.38%) PHP
10 3 (1.38%) T-SQL
10 3 (1.38%) VBA
11 2 (0.92%) Clojure
11 2 (0.92%) Haskell
11 2 (0.92%) PL/SQL
11 2 (0.92%) Prolog
11 2 (0.92%) VB
11 2 (0.92%) VB6
Qualifications
1 37 (17.05%) Degree
2 11 (5.07%) PMI Certification
3 2 (0.92%) ISEB
4 1 (0.46%) ISEB Practitioner
4 1 (0.46%) PhD
4 1 (0.46%) Postgraduate
Quality Assurance & Compliance
1 65 (29.95%) Data Quality
2 17 (7.83%) MiFID
3 12 (5.53%) Dodd-Frank
4 9 (4.15%) EMIR
5 6 (2.76%) QA
5 6 (2.76%) SLA
6 3 (1.38%) Basel III
7 1 (0.46%) ISO/IEC 27001
7 1 (0.46%) ISO15022
7 1 (0.46%) PCI DSS
7 1 (0.46%) Solvency II
System Software
1 2 (0.92%) Apache ZooKeeper
1 2 (0.92%) GridGain
2 1 (0.46%) Apache Flume
2 1 (0.46%) HDFS
Systems Management
1 2 (0.92%) HP Quality Center
2 1 (0.46%) Oozie
Vendors
1 26 (11.98%) Microsoft
1 26 (11.98%) Oracle
2 23 (10.60%) Sybase
3 18 (8.29%) Informatica
4 12 (5.53%) Charles River
4 12 (5.53%) Teradata
5 11 (5.07%) GoldenSource
6 8 (3.69%) Bloomberg
7 7 (3.23%) Ab Initio
7 7 (3.23%) Trillium
8 5 (2.30%) Netezza
9 4 (1.84%) Fidessa
9 4 (1.84%) IBM
9 4 (1.84%) Reuters
10 2 (0.92%) Adobe
10 2 (0.92%) Cognizant
10 2 (0.92%) Cognos
10 2 (0.92%) Google
10 2 (0.92%) HP
10 2 (0.92%) OpenText
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