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 26 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
26 Feb 2017
Same period 2016 Same period 2015
Reference Data
UK / England
Rank 755 861 811
Rank change year-on-year
+106 -50
Permanent jobs citing Reference Data 77 67 119
As % of all permanent IT jobs located in England 0.099% 0.070% 0.12%
As % of the Miscellaneous category 0.26% 0.17% 0.31%
Number of salaries quoted 65 47 91
Median salary £80,000 £60,000 £67,500
Median salary % change year-on-year
+33.33% -11.11%
90% offered a salary of more than £58,500 £51,000 £40,000
10% offered a salary of more than £100,000 £73,500 £100,000
UK excluding London median salary £63,500 £75,000 £40,250
% change year-on-year
-15.33% +86.33%

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
29915 39177 38896
As % of all permanent IT jobs located in England 38.34% 40.82% 39.02%
Number of salaries quoted 24283 31735 31447
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 £28,000
10% offered a salary of more than £80,000 £75,000 £77,500
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 26 February 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 26 February 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 +87 71 £80,000 +33.33% 8
South East +64 3 £72,500 - 5
South West - 2 £62,000 -
East of England - 1 £21,000 - 2
Reference Data
UK

Reference Data
Top 30 Related IT Skills in England

For the 6 months to 26 February 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 88 (47.57%) SQL
2 82 (44.32%) Finance
3 58 (31.35%) Data Management
4 53 (28.65%) Data Quality
5 50 (27.03%) Banking
5 50 (27.03%) Java
6 48 (25.95%) Data Modelling
7 35 (18.92%) Oracle
7 35 (18.92%) Analytical Skills
8 33 (17.84%) Degree
9 32 (17.30%) Agile Software Development
9 32 (17.30%) SQL Server
9 32 (17.30%) Data Warehouse
9 32 (17.30%) SDLC
10 28 (15.14%) Migration
10 28 (15.14%) Analytics
11 27 (14.59%) Data Architecture
12 26 (14.05%) JavaScript
12 26 (14.05%) Business Analysis
13 25 (13.51%) Data Analysis
14 24 (12.97%) Business Intelligence
15 23 (12.43%) Python
15 23 (12.43%) ETL
15 23 (12.43%) Linux
15 23 (12.43%) Scala
16 22 (11.89%) XML
16 22 (11.89%) Workflow
17 21 (11.35%) Data Governance
18 20 (10.81%) Metadata Management
18 20 (10.81%) Sybase

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 (4.32%) SharePoint
2 5 (2.70%) Apache Spark
3 4 (2.16%) Apache Pig
3 4 (2.16%) Moodle
3 4 (2.16%) SAS
4 3 (1.62%) Apache
4 3 (1.62%) Elasticsearch
4 3 (1.62%) Jetty
4 3 (1.62%) Tomcat
5 2 (1.08%) Apache Solr
5 2 (1.08%) OpenStack
6 1 (0.54%) GlassFish
6 1 (0.54%) JBoss
6 1 (0.54%) Oracle SOA Suite
6 1 (0.54%) WebLogic
Applications
1 6 (3.24%) MS Excel
2 5 (2.70%) MS Office
3 3 (1.62%) MS Visio
3 3 (1.62%) Spreadsheet
4 2 (1.08%) Mathematica
4 2 (1.08%) MS PowerPoint
4 2 (1.08%) SPSS
5 1 (0.54%) MS Project
Business Applications
1 5 (2.70%) Markit EDM
2 3 (1.62%) FINCAD Analytics
3 2 (1.08%) FastStats
Cloud Services
1 4 (2.16%) Amazon AWS
1 4 (2.16%) Google Cloud Platform
2 3 (1.62%) Microsoft Azure
3 2 (1.08%) AWS Lambda
3 2 (1.08%) Google Analytics
4 1 (0.54%) GitHub
Communications & Networking
1 6 (3.24%) Multicast
1 6 (3.24%) TCP/IP
Database & Business Intelligence
1 32 (17.30%) Data Warehouse
1 32 (17.30%) SQL Server
2 18 (9.73%) MySQL
3 16 (8.65%) Big Data
4 15 (8.11%) Relational Database
5 14 (7.57%) Hadoop
6 13 (7.03%) NoSQL
6 13 (7.03%) QlikView
7 11 (5.95%) BusinessObjects
7 11 (5.95%) RDBMS
8 9 (4.86%) Crystal Reports
8 9 (4.86%) DB2
8 9 (4.86%) MongoDB
9 7 (3.78%) Apache Hive
9 7 (3.78%) MS Access
10 6 (3.24%) HBase
10 6 (3.24%) Oracle Database
11 5 (2.70%) Impala
12 4 (2.16%) Bigtable
12 4 (2.16%) Power BI
Development Applications
1 15 (8.11%) Maven
2 11 (5.95%) Jenkins
3 10 (5.41%) ERwin
4 7 (3.78%) Eclipse
4 7 (3.78%) Visual Studio
4 7 (3.78%) XMLSpy
5 5 (2.70%) Git (software)
6 4 (2.16%) JIRA
6 4 (2.16%) Talend Open Studio
7 2 (1.08%) Oracle APEX
7 2 (1.08%) Subversion
7 2 (1.08%) Toad
8 1 (0.54%) JUnit
8 1 (0.54%) MagicDraw
8 1 (0.54%) PowerDesigner
General
1 82 (44.32%) Finance
2 50 (27.03%) Banking
3 18 (9.73%) Investment Banking
4 13 (7.03%) Back Office
4 13 (7.03%) Front Office
5 7 (3.78%) Retail
6 5 (2.70%) Financial Institution
7 4 (2.16%) Legal
7 4 (2.16%) Marketing
8 3 (1.62%) Law
9 2 (1.08%) Telecoms
10 1 (0.54%) Japanese Language
10 1 (0.54%) Wholesale Banking
Job Titles
1 68 (36.76%) Analyst
2 49 (26.49%) Developer
3 33 (17.84%) Architect
4 32 (17.30%) Business Analyst
5 30 (16.22%) Data Analyst
6 25 (13.51%) Java Developer
7 21 (11.35%) Senior Developer
8 20 (10.81%) Data Architect
9 14 (7.57%) Scala Developer
10 13 (7.03%) Senior Java Developer
11 12 (6.49%) Data Business Analyst
11 12 (6.49%) Market Data Analyst
12 11 (5.95%) SQL Developer
13 9 (4.86%) Consultant
14 8 (4.32%) FIX Analyst
14 8 (4.32%) FIX Business Analyst
15 7 (3.78%) Finance Business Analyst
15 7 (3.78%) Market Data Business Analyst
15 7 (3.78%) Reference Data Analyst
15 7 (3.78%) Reference Data Business Analyst
Libraries, Frameworks & Software Standards
1 22 (11.89%) XML
2 19 (10.27%) AngularJS
3 16 (8.65%) Hibernate
4 15 (8.11%) FIX Protocol
5 11 (5.95%) HTML
6 10 (5.41%) HTML5
7 7 (3.78%) Spring
8 5 (2.70%) CSS
8 5 (2.70%) Java EE
9 4 (2.16%) Akka
9 4 (2.16%) CSS3
9 4 (2.16%) Guava
9 4 (2.16%) Guice
9 4 (2.16%) JSON
9 4 (2.16%) Lucene
9 4 (2.16%) Web Services
10 3 (1.62%) Apache Camel
10 3 (1.62%) Apache CXF
10 3 (1.62%) JPA
10 3 (1.62%) JSON Schema
Miscellaneous
1 35 (18.92%) Analytical Skills
2 19 (10.27%) Computer Science
2 19 (10.27%) Equities
3 15 (8.11%) Fixed Income
4 13 (7.03%) Derivative
5 11 (5.95%) Foreign Exchange (FX)
6 10 (5.41%) Market Risk
7 9 (4.86%) Fintech
8 8 (4.32%) Credit Risk
9 7 (3.78%) Hedge funds
10 6 (3.24%) Equity Derivative
10 6 (3.24%) Management Information System
11 4 (2.16%) Data Structures
11 4 (2.16%) OTC Derivatives
11 4 (2.16%) PMI
12 3 (1.62%) Algorithms
12 3 (1.62%) Smart Energy
12 3 (1.62%) VLE
13 2 (1.08%) Credit Derivative
13 2 (1.08%) Replication
Operating Systems
1 23 (12.43%) Linux
2 11 (5.95%) Unix
3 8 (4.32%) Windows
4 2 (1.08%) Windows Server
Processes & Methodologies
1 58 (31.35%) Data Management
2 48 (25.95%) Data Modelling
3 32 (17.30%) Agile Software Development
3 32 (17.30%) SDLC
4 28 (15.14%) Analytics
4 28 (15.14%) Migration
5 27 (14.59%) Data Architecture
6 26 (14.05%) Business Analysis
7 25 (13.51%) Data Analysis
8 24 (12.97%) Business Intelligence
9 23 (12.43%) ETL
10 22 (11.89%) Workflow
11 21 (11.35%) Data Governance
12 20 (10.81%) Metadata Management
13 16 (8.65%) Web Development
14 14 (7.57%) Data Mapping
15 13 (7.03%) Project Management
16 12 (6.49%) Data Integration
16 12 (6.49%) Data Lineage
16 12 (6.49%) Master Data Management
Programming Languages
1 88 (47.57%) SQL
2 50 (27.03%) Java
3 26 (14.05%) JavaScript
4 23 (12.43%) Python
4 23 (12.43%) Scala
5 19 (10.27%) C#
6 10 (5.41%) C++
6 10 (5.41%) Perl
7 5 (2.70%) R
8 3 (1.62%) MATLAB
8 3 (1.62%) Shell Script
9 2 (1.08%) Clojure
9 2 (1.08%) F#
9 2 (1.08%) Haskell
9 2 (1.08%) ML
9 2 (1.08%) Prolog
10 1 (0.54%) PHP
10 1 (0.54%) PL/SQL
10 1 (0.54%) SPARQL
Qualifications
1 33 (17.84%) Degree
2 4 (2.16%) PMI Certification
3 3 (1.62%) ISEB
4 2 (1.08%) Postgraduate
5 1 (0.54%) ISEB Practitioner
Quality Assurance & Compliance
1 53 (28.65%) Data Quality
2 20 (10.81%) MiFID
3 13 (7.03%) QA
4 8 (4.32%) Dodd-Frank
5 4 (2.16%) Basel III
5 4 (2.16%) EMIR
6 2 (1.08%) Solvency II
7 1 (0.54%) GDPR
7 1 (0.54%) ISO/IEC 27001
7 1 (0.54%) ISO15022
7 1 (0.54%) PCI DSS
7 1 (0.54%) SLA
System Software
1 3 (1.62%) HDFS
2 2 (1.08%) Apache Flume
2 2 (1.08%) Apache ZooKeeper
2 2 (1.08%) GridGain
Systems Management
1 3 (1.62%) Oozie
2 1 (0.54%) HP Quality Center
Vendors
1 35 (18.92%) Oracle
2 20 (10.81%) Sybase
3 17 (9.19%) Informatica
4 15 (8.11%) Microsoft
5 8 (4.32%) Teradata
5 8 (4.32%) Trillium
6 7 (3.78%) GoldenSource
7 5 (2.70%) Bloomberg
7 5 (2.70%) Reuters
8 4 (2.16%) Cognos
8 4 (2.16%) IBM
8 4 (2.16%) Talend
9 3 (1.62%) Ab Initio
9 3 (1.62%) Casewise
10 2 (1.08%) Actian
10 2 (1.08%) Adobe
10 2 (1.08%) Google
10 2 (1.08%) Qubit
11 1 (0.54%) Actuate
11 1 (0.54%) HP
City, London
Hays Finance Technology
Salary: £80000.00 - £110000.00 per annum
Posted: 2 days ago
City, London
Hays Finance Technology
Salary: £80000.00 - £100000.00 per annum
Posted: 2 days ago
London
Harrington Starr
Salary: £50000 - £65000 per annum + benefits + bonus
Posted: 3 days ago
Hatfield, Hertfordshire
myBench Ltd
Salary: From £55,000 to £70,000 per annum
Posted: 4 days ago
Bromley, Kent
Sterlings Partnership
Salary: From £60,000 to £100,000 per annum Competitive benefits package
Posted: 5 days ago
City, London
Harrington Starr
Salary: £40000.00 - £60000.00 per annum + bonus and benefits
Posted: 6 days ago
Reading, Berkshire
PRUDENTIAL
Posted: 9 days ago
City of London
Hays London City Cheapside
Salary: £80000.00 - £85000.00 per annum + Benefits + Bonus
Posted: 13 days ago
Haywards Heath, West Sussex
Complete Tech Limited
Salary: From £18,000 to £22,400 per annum
Posted: 4 days ago
London
Ampersand Consulting
Salary: £75000 per annum + Fantastic Benefits
Posted: 27 days ago
Haywards Heath, West Sussex
Complete Tech Limited
Salary: From £18,000 to £22,400 per annum
Posted: 6 days ago
Hinxton, Cambridgeshire
360 Resourcing
Salary: £35,000 - £40,000 per year
Posted: 13 days ago