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Data Analysis Jobs
 
Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets

The following table provides summary statistics for permanent job vacancies with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 3 months to 26 June 2017 with a comparison to the same period in the previous 2 years.

Data Analysis
UK
3 months to
26 Jun 2017		 Same period 2016 Same period 2015
Rank 182 182 185
Rank change year-on-year 0 +3  
Permanent jobs citing Data Analysis 1693 1832 1994
As % of all permanent IT jobs advertised in the UK 1.89% 1.89% 1.80%
As % of the Processes & Methodologies category 2.11% 2.12% 2.04%
Number of salaries quoted 1216 1447 1530
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88%  
90% offered a salary of more than £27,500 £29,000 £30,000
10% offered a salary of more than £75,000 £75,000 £70,000
UK excluding London median salary £38,500 £40,000 £37,500
% change year-on-year -3.75% +6.66%  

Data Analysis is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 80257 86320 97586
As % of all permanent IT job vacancies advertised in the UK 89.74% 88.92% 88.04%
Number of salaries quoted 64749 72153 79773
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £79,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Analysis
Job Vacancy Trend

The job posting trend of jobs advertised citing Data Analysis as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Analysis in the UK

Data Analysis
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analysis.

Salary trend for Data Analysis in the UK

Data Analysis
Salary Histogram

The salary distribution of IT jobs citing Data Analysis over the 3 months to 26 June 2017.

Salary histogram for Data Analysis in the UK

Data Analysis
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Analysis within the UK over the 3 months to 26 June 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
England -4 1597 £45,000 -1.09% 237
London 0 778 £60,000 +13.20% 89
South East -7 240 £42,500 - 38
City of London +28 143 £57,500 +6.48% 12
North West -1 128 £32,500 -13.33% 17
East of England -23 123 £36,307 -9.23% 24
West Midlands +6 94 £38,750 -0.64% 17
South West -22 88 £32,750 -30.31% 18
Yorkshire +25 86 £45,000 +20.00% 23
Manchester -16 79 £32,500 -13.33% 5
West Yorkshire +41 66 £45,000 +28.57% 13
Hampshire +31 65 £42,500 +13.33% 10
East Midlands +23 61 £37,500 -9.73% 8
Leeds +24 51 £45,000 +28.57% 13
Hertfordshire -22 51 £32,500 -18.75% 8
Scotland -18 48 £45,000 -5.26% 9
Surrey -3 47 £55,000 +25.00% 4
Berkshire -4 45 £47,500 +11.76% 4
Birmingham +10 40 £35,000 -6.66% 5
Cheshire 0 36 £33,750 +3.05% 6
Buckinghamshire -2 31 £30,500 -7.57% 7
Somerset +8 30 £35,000 +16.66% 1
Nottinghamshire +15 26 £45,000 +32.35% 6
Cambridgeshire -26 25 £37,500 -42.30% 10
Reading +35 24 £48,750 +5.97% 2
Cambridge -10 24 £37,500 -42.30% 8
Oxfordshire -26 23 £36,250 -34.09% 5
Edinburgh -23 22 £40,000 -27.27% 5
Bath +5 21 £33,000 +20.00%
Essex -15 21 £35,614 -5.03% 1

For the 6 months to 26 June 2017, IT jobs citing Data Analysis also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Data Analysis.

1 1400 (45.72%) SQL
2 1043 (34.06%) Finance
3 929 (30.34%) Analytical Skills
4 773 (25.24%) Business Intelligence
5 739 (24.13%) Analytics
6 676 (22.08%) Degree
7 635 (20.74%) Agile Software Development
8 559 (18.26%) Microsoft
9 545 (17.80%) Microsoft Excel
10 526 (17.18%) SQL Server
11 435 (14.21%) Data Warehouse
12 434 (14.17%) Python
13 405 (13.23%) Data Modelling
14 361 (11.79%) Business Analysis
15 346 (11.30%) Project Management
16 341 (11.14%) Marketing
17 338 (11.04%) Banking
18 337 (11.01%) Oracle
19 330 (10.78%) Visualisation
20 297 (9.70%) Stakeholder Management
21 293 (9.57%) R
21 293 (9.57%) Big Data
22 292 (9.54%) Mathematics
23 284 (9.27%) Retail
24 278 (9.08%) Computer Science
25 277 (9.05%) Data Analytics
26 276 (9.01%) ETL
27 275 (8.98%) SQL Server Reporting Services
28 274 (8.95%) Data Management
29 271 (8.85%) Management Information System

Data Analysis
Co-occurring IT Skills 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
1 212 (6.92%) SAS
2 118 (3.85%) Apache Spark
3 71 (2.32%) SharePoint
4 59 (1.93%) Apache
5 53 (1.73%) Elasticsearch
6 32 (1.05%) Apache Pig
7 25 (0.82%) Confluence
8 17 (0.56%) Apache Airflow
9 15 (0.49%) CMS
10 14 (0.46%) Oracle Workflow
11 11 (0.36%) Apache Solr
12 10 (0.33%) BizTalk Server
13 9 (0.29%) ArcGIS
13 9 (0.29%) Tomcat
14 8 (0.26%) JBoss
14 8 (0.26%) Oracle SOA Suite
15 7 (0.23%) Tornado
16 6 (0.20%) IIS
16 6 (0.20%) OpenStack
16 6 (0.20%) WebLogic
Applications
1 545 (17.80%) Microsoft Excel
2 171 (5.58%) Microsoft Office
3 142 (4.64%) Microsoft PowerPoint
4 104 (3.40%) SPSS
5 101 (3.30%) MS Visio
6 46 (1.50%) Spreadsheet
7 19 (0.62%) Microsoft Project
8 6 (0.20%) Photoshop
9 5 (0.16%) AutoCAD
9 5 (0.16%) SPSS Modeler
10 4 (0.13%) GNU Octave
10 4 (0.13%) Mathcad
10 4 (0.13%) Simulink
11 3 (0.098%) GIMP
11 3 (0.098%) Stata
12 2 (0.065%) Gephi
13 1 (0.033%) Autodesk Inventor
13 1 (0.033%) EViews
13 1 (0.033%) InfoPath
Business Applications
1 42 (1.37%) Actimize
2 37 (1.21%) Dynamics CRM
3 27 (0.88%) SAP Oil and Gas
4 18 (0.59%) Dynamics NAV
5 17 (0.56%) Markit EDM
6 15 (0.49%) Dynamics AX
7 12 (0.39%) SAP GRC
8 11 (0.36%) Oracle EBS R12
9 9 (0.29%) Cognos Business Intelligence
9 9 (0.29%) Cognos TM1
9 9 (0.29%) Oracle BPM
9 9 (0.29%) Raiser's Edge
9 9 (0.29%) Salesforce.com CRM
9 9 (0.29%) SAP ERP
10 8 (0.26%) Endur
10 8 (0.26%) FastStats
10 8 (0.26%) OpenLink RightAngle
10 8 (0.26%) Oracle EBS
11 7 (0.23%) WebTrends
12 6 (0.20%) Oracle Applications
Cloud Services
1 116 (3.79%) Amazon AWS
2 67 (2.19%) Microsoft Azure
3 50 (1.63%) Google Analytics
4 32 (1.05%) SaaS
5 30 (0.98%) GitHub
6 25 (0.82%) Cloud Computing
7 20 (0.65%) Adobe Analytics
8 17 (0.56%) Amazon Kinesis
9 15 (0.49%) Office 365
10 13 (0.42%) Google Cloud Platform
11 12 (0.39%) Google Tag Manager
12 9 (0.29%) IaaS
13 8 (0.26%) AdWords
14 7 (0.23%) Amazon EMR
14 7 (0.23%) G Suite
14 7 (0.23%) PaaS
15 6 (0.20%) Amazon S3
16 5 (0.16%) Amazon EC2
17 4 (0.13%) IBM Blueworks
18 2 (0.065%) Kissmetrics
Communications & Networking
1 43 (1.40%) Intranet
2 26 (0.85%) Network Security
3 22 (0.72%) Internet
4 18 (0.59%) DNS
5 15 (0.49%) Firewall
5 15 (0.49%) HTTP
6 12 (0.39%) VPN
7 11 (0.36%) Wireless
8 9 (0.29%) DHCP
8 9 (0.29%) TCP/IP
8 9 (0.29%) WAN
9 8 (0.26%) 802.11
9 8 (0.26%) LAN
9 8 (0.26%) SAN
9 8 (0.26%) Wireshark
10 7 (0.23%) tcpdump
11 5 (0.16%) Broadband
11 5 (0.16%) Intrusion Detection
12 4 (0.13%) Extranet
12 4 (0.13%) Wi-Fi
Database & Business Intelligence
1 526 (17.18%) SQL Server
2 435 (14.21%) Data Warehouse
3 293 (9.57%) Big Data
4 275 (8.98%) SQL Server Reporting Services
5 209 (6.83%) SQL Server Integration Services
6 172 (5.62%) Relational Database
7 168 (5.49%) Data Mining
8 166 (5.42%) Hadoop
9 164 (5.36%) Power BI
10 154 (5.03%) QlikView
11 152 (4.96%) MySQL
12 126 (4.11%) NoSQL
13 107 (3.49%) SQL Server Analysis Services
14 101 (3.30%) BusinessObjects
15 89 (2.91%) SQL Server 2008
16 84 (2.74%) MongoDB
17 80 (2.61%) PostgreSQL
18 66 (2.16%) RDBMS
19 63 (2.06%) MS Access
20 56 (1.83%) Apache Hive
Development Applications
1 81 (2.65%) JIRA
2 73 (2.38%) Git (software)
3 53 (1.73%) Visual Studio
4 45 (1.47%) Jenkins
5 38 (1.24%) Selenium
6 32 (1.05%) WebDriver
7 26 (0.85%) LabVIEW
8 23 (0.75%) Team Foundation Server
9 22 (0.72%) MagicDraw
9 22 (0.72%) Oracle Forms
10 20 (0.65%) Subversion
10 20 (0.65%) Talend Open Studio
10 20 (0.65%) XMLSpy
11 19 (0.62%) Toad
12 15 (0.49%) Cucumber
12 15 (0.49%) Maven
12 15 (0.49%) NUnit
13 14 (0.46%) JMeter
14 13 (0.42%) ERwin
15 12 (0.39%) TeamCity
General
1 1043 (34.06%) Finance
2 341 (11.14%) Marketing
3 338 (11.04%) Banking
4 284 (9.27%) Retail
5 146 (4.77%) Telecoms
6 122 (3.98%) Legal
7 114 (3.72%) Investment Banking
8 94 (3.07%) Manufacturing
9 93 (3.04%) Retail Banking
10 86 (2.81%) Games
11 60 (1.96%) Back Office
12 52 (1.70%) Advertising
13 42 (1.37%) Law
14 41 (1.34%) Financial Institution
14 41 (1.34%) Publishing
15 40 (1.31%) Electronics
16 39 (1.27%) Billing
17 34 (1.11%) Front Office
18 21 (0.69%) Aerospace
19 20 (0.65%) Pharmaceutical
Job Titles
1 1369 (44.71%) Analyst
2 497 (16.23%) Data Analyst
3 455 (14.86%) Developer
4 394 (12.87%) Business Analyst
5 198 (6.47%) SQL Analyst
6 191 (6.24%) Data Scientist
7 180 (5.88%) Senior Analyst
8 163 (5.32%) Consultant
9 127 (4.15%) Architect
10 112 (3.66%) Business Intelligence Analyst
11 106 (3.46%) SQL Data Analyst
12 99 (3.23%) Report Analyst
13 91 (2.97%) SQL Developer
14 75 (2.45%) Business Intelligence Developer
15 74 (2.42%) Senior Developer
16 70 (2.29%) Data Architect
17 67 (2.19%) Systems Analyst
18 63 (2.06%) Data Engineer
19 61 (1.99%) Financial Analyst
20 60 (1.96%) Software Developer
Libraries, Frameworks & Software Standards
1 198 (6.47%) XML
2 161 (5.26%) .NET
3 134 (4.38%) HTML
4 124 (4.05%) CSS
5 102 (3.33%) Web Services
6 77 (2.51%) AngularJS
7 62 (2.02%) JSON
8 58 (1.89%) ASP.NET
9 49 (1.60%) SOAP
10 46 (1.50%) XML Schema
11 44 (1.44%) RESTful
12 43 (1.40%) Natural Language Processing
13 40 (1.31%) REST
14 37 (1.21%) FIX Protocol
14 37 (1.21%) FpML
15 36 (1.18%) XSD
16 34 (1.11%) Kafka
17 33 (1.08%) D3.js
18 31 (1.01%) HTML5
19 29 (0.95%) ASP.NET MVC
Miscellaneous
1 929 (30.34%) Analytical Skills
2 278 (9.08%) Computer Science
3 271 (8.85%) Management Information System
4 191 (6.24%) Algorithms
5 170 (5.55%) User Experience
6 121 (3.95%) Data Structures
7 75 (2.45%) Fixed Income
8 66 (2.16%) Enterprise Software
9 55 (1.80%) Equities
10 47 (1.53%) Fintech
11 46 (1.50%) Social Media
12 41 (1.34%) FMCG
13 38 (1.24%) Foreign Exchange (FX)
13 38 (1.24%) Virtual Team
14 32 (1.05%) Mobile App
15 29 (0.95%) Derivative
16 28 (0.91%) Credit Risk
17 27 (0.88%) Cyber Defence
18 26 (0.85%) Greenfield Project
18 26 (0.85%) Reference Data
Operating Systems
1 161 (5.26%) Windows
2 150 (4.90%) Linux
3 66 (2.16%) Unix
4 38 (1.24%) Windows Server
5 13 (0.42%) Solaris
5 13 (0.42%) Windows 7
6 11 (0.36%) Windows 10
6 11 (0.36%) Windows 8
7 9 (0.29%) CentOS
8 8 (0.26%) Windows Server 2012
8 8 (0.26%) Windows Vista
9 7 (0.23%) Mac OS X
10 5 (0.16%) Mac OS
11 4 (0.13%) Android
12 3 (0.098%) Apple iOS
12 3 (0.098%) Red Hat Enterprise Linux
13 2 (0.065%) Windows Server 2008
14 1 (0.033%) Data ONTAP
14 1 (0.033%) Oracle Linux
14 1 (0.033%) Windows Server 2003
Processes & Methodologies
1 773 (25.24%) Business Intelligence
2 739 (24.13%) Analytics
3 635 (20.74%) Agile Software Development
4 405 (13.23%) Data Modelling
5 361 (11.79%) Business Analysis
6 346 (11.30%) Project Management
7 330 (10.78%) Visualisation
8 297 (9.70%) Stakeholder Management
9 292 (9.54%) Mathematics
10 277 (9.05%) Data Analytics
11 276 (9.01%) ETL
12 274 (8.95%) Data Management
13 230 (7.51%) Statistics
14 229 (7.48%) Data Visualisation
15 216 (7.05%) CRM
16 211 (6.89%) Machine Learning
17 209 (6.83%) SDLC
18 192 (6.27%) Asset Management
19 186 (6.07%) Migration
20 177 (5.78%) Scrum
Programming Languages
1 1400 (45.72%) SQL
2 434 (14.17%) Python
3 293 (9.57%) R
4 232 (7.58%) Java
5 221 (7.22%) JavaScript
6 160 (5.23%) C#
7 153 (5.00%) T-SQL
8 133 (4.34%) VBA
9 131 (4.28%) PL/SQL
10 99 (3.23%) C++
11 92 (3.00%) C
11 92 (3.00%) PHP
12 87 (2.84%) MATLAB
13 64 (2.09%) Scala
14 58 (1.89%) Perl
15 53 (1.73%) VB
16 43 (1.40%) Ruby
17 37 (1.21%) Bash Shell
18 25 (0.82%) Shell Script
19 19 (0.62%) ABAP
Qualifications
1 676 (22.08%) Degree
2 123 (4.02%) PhD
3 73 (2.38%) Computer Science Degree
4 72 (2.35%) Security Cleared
5 58 (1.89%) Numerate Degree
6 48 (1.57%) Master's Degree
7 45 (1.47%) ITIL Certification
8 42 (1.37%) ISEB
9 41 (1.34%) SC Cleared
10 22 (0.72%) PMI Certification
11 21 (0.69%) ISTQB
12 20 (0.65%) ITIL Foundation Certificate
13 19 (0.62%) DV Cleared
14 18 (0.59%) Microsoft Certification
15 16 (0.52%) CITP
16 13 (0.42%) CISA
16 13 (0.42%) CISSP
16 13 (0.42%) MBA
16 13 (0.42%) PRINCE2 Practitioner
17 12 (0.39%) PMP
Quality Assurance & Compliance
1 217 (7.09%) Data Quality
2 211 (6.89%) QA
3 65 (2.12%) SLA
4 45 (1.47%) GDPR
5 39 (1.27%) ISO 20022
6 32 (1.05%) ISO/IEC 27001
7 26 (0.85%) PMO
8 19 (0.62%) PCI DSS
9 17 (0.56%) MiFID
10 14 (0.46%) Solvency II
11 12 (0.39%) EMIR
12 8 (0.26%) ISO 15022
13 7 (0.23%) Actionable Recommendations
13 7 (0.23%) Dodd-Frank
14 5 (0.16%) ISO 9001
15 4 (0.13%) UCITS
16 3 (0.098%) AIFMD
17 1 (0.033%) Def Stans
17 1 (0.033%) ISO 22301
17 1 (0.033%) P3O
System Software
1 29 (0.95%) VMware Infrastructure
2 26 (0.85%) Active Directory
3 10 (0.33%) Docker
3 10 (0.33%) KVM
4 7 (0.23%) HDFS
5 6 (0.20%) Virtual Machines
6 5 (0.16%) VirtualBox
7 3 (0.098%) Apache Flume
7 3 (0.098%) Terminal Services
8 2 (0.065%) Firmware
8 2 (0.065%) vSphere
9 1 (0.033%) Apache ZooKeeper
9 1 (0.033%) Hyper-V
9 1 (0.033%) LXC
9 1 (0.033%) Slurm Workload Manager
9 1 (0.033%) VMware ESXi
9 1 (0.033%) Xen
9 1 (0.033%) XenApp
9 1 (0.033%) XenDesktop
Systems Management
1 26 (0.85%) Kibana
2 16 (0.52%) Ansible
3 9 (0.29%) Ambari
4 6 (0.20%) logstash
5 5 (0.16%) Oozie
5 5 (0.16%) Opscode Chef
5 5 (0.16%) Puppet
5 5 (0.16%) SCCM
6 4 (0.13%) AirWatch
6 4 (0.13%) SCOM
7 3 (0.098%) EMC NetWorker
7 3 (0.098%) Hadoop YARN
7 3 (0.098%) Kubernetes
7 3 (0.098%) Marathon
7 3 (0.098%) Nagios
8 2 (0.065%) CSIRT
8 2 (0.065%) Mesos
8 2 (0.065%) ServiceCenter
8 2 (0.065%) Terraform
8 2 (0.065%) vCenter Server
Vendors
1 559 (18.26%) Microsoft
2 337 (11.01%) Oracle
3 237 (7.74%) Tableau
4 164 (5.36%) SAP
5 87 (2.84%) Google
6 80 (2.61%) Salesforce.com
7 52 (1.70%) Alteryx
8 47 (1.53%) Cognos
9 45 (1.47%) Informatica
9 45 (1.47%) VMware
10 38 (1.24%) IBM
11 35 (1.14%) Cognizant
12 33 (1.08%) MicroStrategy
13 29 (0.95%) Adobe
14 23 (0.75%) Splunk
14 23 (0.75%) Sybase
15 21 (0.69%) Cloudera
16 20 (0.65%) Talend
16 20 (0.65%) Teradata
17 19 (0.62%) Vermilion
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