The table below looks at the statistics for Analytics skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Analytics 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
Analytics
UK / Scotland
Rank 32 52 70
Rank change year-on-year
+20 +18
Permanent jobs citing Analytics 141 119 100
As % of all permanent IT jobs located in Scotland 6.29% 4.04% 3.18%
As % of the Processes & Methodologies category 6.97% 4.44% 3.58%
Number of salaries quoted 91 58 59
Median salary £47,500 £57,500 £50,000
Median salary % change year-on-year
-17.39% +15.00%
90% offered a salary of more than £30,000 £34,550 £36,400
10% offered a salary of more than £71,500 £75,000 £60,000
UK excluding London median salary £45,000 £46,300 £44,000
% change year-on-year
-2.80% +5.22%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Scotland region.

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2022 2681 2791
As % of all permanent IT jobs located in Scotland 90.23% 90.91% 88.63%
Number of salaries quoted 1315 1704 1748
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year
- +2.27%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £67,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Analytics
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Analytics as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Analytics Jobs Demand Trend in Scotland

Analytics
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytics across the Scotland region.

Analytics Salary Trend in Scotland

Analytics
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Analytics across the Scotland region over the 3 months to 26 February 2017.

Analytics Salary Histogram in Scotland

Analytics
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the Scotland 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
Edinburgh +13 88 £50,250 -12.60% 24
Glasgow +13 39 £39,500 -30.08%
West Lothian 0 5 £40,000 -
Aberdeen +6 4 £24,000 - 1
Dundee - 3 £45,000 -
Analytics
UK

Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 26 February 2017, IT jobs citing Analytics 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 Scotland region with a requirement for Analytics.

1 100 (40.98%) SQL
1 100 (40.98%) Finance
2 73 (29.92%) Analytical Skills
3 64 (26.23%) Big Data
4 56 (22.95%) Data Analytics
5 55 (22.54%) Hadoop
6 54 (22.13%) Business Intelligence
7 50 (20.49%) Java
8 48 (19.67%) SAS
9 45 (18.44%) Degree
10 44 (18.03%) JavaScript
11 42 (17.21%) Agile Software Development
12 41 (16.80%) Python
13 40 (16.39%) Marketing
14 38 (15.57%) Data Analysis
15 36 (14.75%) Oracle
16 34 (13.93%) SQL Server
16 34 (13.93%) Data Warehouse
16 34 (13.93%) Apache Hive
17 32 (13.11%) Data Modelling
17 32 (13.11%) Project Management
18 28 (11.48%) Relational Database
19 27 (11.07%) Business Analytics
19 27 (11.07%) Apache Pig
19 27 (11.07%) Data Mining
19 27 (11.07%) Data Management
20 26 (10.66%) Workflow
20 26 (10.66%) Microsoft
21 25 (10.25%) RDBMS
21 25 (10.25%) HTML

Analytics
Top Related IT Skills in Scotland 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 48 (19.67%) SAS
2 27 (11.07%) Apache Pig
3 19 (7.79%) CMS
4 16 (6.56%) Apache Spark
5 15 (6.15%) JBoss
6 14 (5.74%) SharePoint
7 7 (2.87%) Sitecore CMS
7 7 (2.87%) Tomcat
8 6 (2.46%) Apache
8 6 (2.46%) Oracle SOA Suite
9 2 (0.82%) Elasticsearch
9 2 (0.82%) WordPress
10 1 (0.41%) Apache Qpid
10 1 (0.41%) Confluence
10 1 (0.41%) Drupal
10 1 (0.41%) Marvel
10 1 (0.41%) nginx
10 1 (0.41%) SharePoint 2013
Applications
1 19 (7.79%) MS Excel
2 8 (3.28%) Photoshop
3 7 (2.87%) Adobe Illustrator
4 6 (2.46%) Adobe Captivate
4 6 (2.46%) InDesign
5 4 (1.64%) MS Office
6 2 (0.82%) MS PowerPoint
6 2 (0.82%) SPSS
Business Applications
1 5 (2.05%) Oracle ERP
2 2 (0.82%) Cognos Business Intelligence
3 1 (0.41%) Dynamics AX
3 1 (0.41%) Dynamics CRM
3 1 (0.41%) Dynamics NAV
3 1 (0.41%) Oracle 11i
3 1 (0.41%) Oracle Assets
3 1 (0.41%) Oracle Cash Management
3 1 (0.41%) Oracle EBS
3 1 (0.41%) Oracle EBS R12
3 1 (0.41%) Oracle Payables
3 1 (0.41%) Oracle Receivables
Cloud Services
1 20 (8.20%) Google Analytics
2 10 (4.10%) Amazon AWS
3 7 (2.87%) IaaS
3 7 (2.87%) Microsoft Azure
4 5 (2.05%) Amazon CloudWatch
4 5 (2.05%) Amazon EC2
4 5 (2.05%) Amazon S3
4 5 (2.05%) PaaS
5 4 (1.64%) GitHub
6 3 (1.23%) SaaS
7 2 (0.82%) Amazon EMR
8 1 (0.41%) Adobe Analytics
8 1 (0.41%) Cloud Computing
8 1 (0.41%) Google Cloud Platform
8 1 (0.41%) Office 365
Communications & Networking
1 19 (7.79%) Internet
2 2 (0.82%) DNS
2 2 (0.82%) Firewall
2 2 (0.82%) Kerberos
2 2 (0.82%) LAN
2 2 (0.82%) LDAP
2 2 (0.82%) WAN
2 2 (0.82%) Wireshark
3 1 (0.41%) SMS
Database & Business Intelligence
1 64 (26.23%) Big Data
2 55 (22.54%) Hadoop
3 34 (13.93%) Apache Hive
3 34 (13.93%) Data Warehouse
3 34 (13.93%) SQL Server
4 28 (11.48%) Relational Database
5 27 (11.07%) Data Mining
6 25 (10.25%) RDBMS
7 21 (8.61%) MongoDB
8 19 (7.79%) MySQL
9 18 (7.38%) NoSQL
9 18 (7.38%) PostgreSQL
10 9 (3.69%) Amazon Redshift
10 9 (3.69%) Neo4j
10 9 (3.69%) Pentaho
10 9 (3.69%) QlikView
11 8 (3.28%) Apache Cassandra
12 7 (2.87%) HBase
12 7 (2.87%) SQL Server Reporting Services
12 7 (2.87%) Sqoop
Development Applications
1 10 (4.10%) Talend Open Studio
2 7 (2.87%) Visual Studio
3 6 (2.46%) Dreamweaver
3 6 (2.46%) Git (software)
3 6 (2.46%) Jenkins
4 4 (1.64%) ERwin
4 4 (1.64%) Team Foundation Server
5 3 (1.23%) Axure RP
6 2 (0.82%) Oracle Forms
6 2 (0.82%) Subversion
7 1 (0.41%) Artifactory
7 1 (0.41%) Balsamiq Mockups
7 1 (0.41%) Hudson
7 1 (0.41%) JIRA
7 1 (0.41%) Maven
7 1 (0.41%) PVCS
7 1 (0.41%) SonarQube
General
1 100 (40.98%) Finance
2 40 (16.39%) Marketing
3 17 (6.97%) Banking
3 17 (6.97%) Legal
4 16 (6.56%) Retail
5 4 (1.64%) Publishing
6 3 (1.23%) Back Office
6 3 (1.23%) Billing
6 3 (1.23%) Spanish Language
7 2 (0.82%) Manufacturing
7 2 (0.82%) Military
7 2 (0.82%) Retail Banking
8 1 (0.41%) Investment Banking
8 1 (0.41%) Multimedia
8 1 (0.41%) Telecoms
Job Titles
1 54 (22.13%) Developer
2 39 (15.98%) Analyst
3 27 (11.07%) Consultant
4 25 (10.25%) Architect
5 16 (6.56%) Data Architect
5 16 (6.56%) Java Developer
6 13 (5.33%) Data Analyst
6 13 (5.33%) Web Developer
7 10 (4.10%) Senior Architect
7 10 (4.10%) Senior Data Architect
7 10 (4.10%) Software Engineer
8 9 (3.69%) Applications Developer
8 9 (3.69%) Business Intelligence Analyst
8 9 (3.69%) Software Developer
8 9 (3.69%) Web Applications Developer
9 8 (3.28%) Designer
9 8 (3.28%) Senior Consultant
10 7 (2.87%) Analytics Manager
10 7 (2.87%) Data Scientist
10 7 (2.87%) Lead Developer
Libraries, Frameworks & Software Standards
1 25 (10.25%) HTML
2 24 (9.84%) CSS
3 19 (7.79%) Spring
4 14 (5.74%) Elastic Stack
5 13 (5.33%) jQuery
5 13 (5.33%) Kafka
6 12 (4.92%) Middleware
6 12 (4.92%) XML
7 10 (4.10%) XSLT
8 9 (3.69%) .NET
8 9 (3.69%) ActiveMQ
8 9 (3.69%) Drools
8 9 (3.69%) HTML5
8 9 (3.69%) Java EE
8 9 (3.69%) jBPM
9 8 (3.28%) Apache Camel
9 8 (3.28%) Web Services
10 7 (2.87%) REST
11 6 (2.46%) CSS3
11 6 (2.46%) Node.js
Miscellaneous
1 73 (29.92%) Analytical Skills
2 13 (5.33%) Credit Risk
3 12 (4.92%) Computer Science
3 12 (4.92%) User Experience
4 11 (4.51%) Internet of Things
5 10 (4.10%) Management Information System
6 6 (2.46%) Digital Media
6 6 (2.46%) Enterprise Software
7 5 (2.05%) Data Structures
7 5 (2.05%) Hybrid Cloud
8 4 (1.64%) Algorithms
8 4 (1.64%) Mobile App
8 4 (1.64%) Public Cloud
8 4 (1.64%) Social Media
8 4 (1.64%) Taxonomies
9 3 (1.23%) Smartphone
10 2 (0.82%) Driving Licence
10 2 (0.82%) Graphic Design
11 1 (0.41%) BBC
11 1 (0.41%) Private Cloud
Operating Systems
1 24 (9.84%) Linux
2 9 (3.69%) Windows
3 6 (2.46%) Unix
4 2 (0.82%) Red Hat Enterprise Linux
4 2 (0.82%) Windows 2000
4 2 (0.82%) Windows Server 2012
5 1 (0.41%) Android
5 1 (0.41%) Apple iOS
Processes & Methodologies
1 56 (22.95%) Data Analytics
2 54 (22.13%) Business Intelligence
3 42 (17.21%) Agile Software Development
4 38 (15.57%) Data Analysis
5 32 (13.11%) Data Modelling
5 32 (13.11%) Project Management
6 27 (11.07%) Business Analytics
6 27 (11.07%) Data Management
7 26 (10.66%) Workflow
8 25 (10.25%) Anti-Money Laundering
8 25 (10.25%) Data Integration
8 25 (10.25%) Machine Learning
9 21 (8.61%) Web Analytics
9 21 (8.61%) Web Development
10 20 (8.20%) Business Analysis
10 20 (8.20%) SOA
10 20 (8.20%) Stakeholder Management
10 20 (8.20%) Visualisation
11 19 (7.79%) ETL
11 19 (7.79%) Risk Management
Programming Languages
1 100 (40.98%) SQL
2 50 (20.49%) Java
3 44 (18.03%) JavaScript
4 41 (16.80%) Python
5 21 (8.61%) R
6 12 (4.92%) PHP
7 11 (4.51%) Perl
7 11 (4.51%) Ruby
8 8 (3.28%) PL/SQL
9 7 (2.87%) C#
10 6 (2.46%) Bash Shell
11 4 (1.64%) MATLAB
11 4 (1.64%) T-SQL
11 4 (1.64%) VBA
12 3 (1.23%) C++
12 3 (1.23%) PowerShell
13 2 (0.82%) Scala
14 1 (0.41%) Groovy
14 1 (0.41%) SAS Macro
14 1 (0.41%) VB.NET
Qualifications
1 45 (18.44%) Degree
2 2 (0.82%) ITIL Certification
3 1 (0.41%) CCAB
3 1 (0.41%) CISA
3 1 (0.41%) MCP
3 1 (0.41%) Microsoft Certification
3 1 (0.41%) PMI Certification
3 1 (0.41%) SC Cleared
3 1 (0.41%) Security Cleared
Quality Assurance & Compliance
1 8 (3.28%) Data Quality
2 4 (1.64%) SLA
3 1 (0.41%) QA
System Software
1 7 (2.87%) HDFS
2 6 (2.46%) VMware Infrastructure
3 5 (2.05%) Apache Flume
3 5 (2.05%) Docker
4 4 (1.64%) Microsoft App-V
5 2 (0.82%) Active Directory
Systems Management
1 14 (5.74%) Ambari
2 7 (2.87%) Oozie
3 5 (2.05%) Docker Swarm
3 5 (2.05%) Kubernetes
3 5 (2.05%) Mesos
4 3 (1.23%) Puppet
5 1 (0.41%) Ansible
5 1 (0.41%) Opscode Chef
5 1 (0.41%) Systems Management Server (SMS)
Vendors
1 36 (14.75%) Oracle
2 26 (10.66%) Microsoft
3 20 (8.20%) Google
4 13 (5.33%) Adobe
5 11 (4.51%) MicroStrategy
5 11 (4.51%) Tableau
6 10 (4.10%) Talend
7 9 (3.69%) Teradata
8 8 (3.28%) Sitecore
8 8 (3.28%) Vertica
9 7 (2.87%) IBM
9 7 (2.87%) Splunk
10 6 (2.46%) Informatica
10 6 (2.46%) VMware
11 5 (2.05%) Cognizant
11 5 (2.05%) Cognos
12 4 (1.64%) Citrix
12 4 (1.64%) SAP
13 2 (0.82%) Avaya
13 2 (0.82%) Cisco
Edinburgh, Midlothian
Hydrogen Group
Salary: £70000.00 - £90000.00 per annum + excellent benefits
Posted: 2 days ago
Edinburgh, Midlothian
Hydrogen Group
Salary: £85000.00 - £110000.00 per annum + excellent benefits
Posted: 2 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £50,000-£75,000 depending on experience.
Posted: 2 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 2 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000
Posted: 2 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £50,000-£70,000
Posted: 2 days ago
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Salary: £70000.00 - £80000.00 per annum
Posted: 4 days ago
Edinburgh, Midlothian
Informatiq Consulting
Posted: 4 days ago
Edinburgh, Midlothian
Empiric.com
Salary: Unspecified Competitive + Benefits package
Posted: 5 days ago
Edinburgh, Midlothian
SSP Worldwide
Salary: From £35,000 to £50,000 per annum Plus Benefits
Posted: 3 days ago
Edinburgh
Churchill Frank
Salary: £36000 - £45000 per annum + benefits
Posted: 3 days ago
Edinburgh
Churchill Frank
Salary: £41000 - £61000 per annum + Benefits
Posted: 7 days ago
Edinburgh, Midlothian
Stanton House Uk Llp
Salary: £35000 - £40000 per annum + Benefits
Posted: 3 days ago
Edinburgh, Midlothian
Spring Technology
Salary: benefits
Posted: 6 days ago
Aberdeen
Nigel Frank International
Salary: £55000 - £65000 per annum + Bonus & Benefits
Posted: 4 days ago
Edinburgh
Churchill Frank
Salary: £33000 - £40000 per annum
Posted: 7 days ago
Edinburgh, Midlothian
SSP Worldwide
Salary: Up to £60,000 per annum DOE Plus Benefits
Posted: 3 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £50000.00 - £60000.00 per annum
Posted: 11 days ago
Edinburgh, Midlothian
Engage PSG
Salary: £30000 - £40000 per annum + Additional Company Benefits
Posted: 3 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 12 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £28000.00 - £35000.00 per annum
Posted: 25 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £47000 per annum + Benefits
Posted: 27 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £40000.00 - £55000.00 per annum
Posted: 24 days ago
Edinburgh
Churchill Frank
Salary: £37000 - £45000 per annum + Large Benefits Package
Posted: 24 days ago