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

3 months to
24 Jan 2017
Same period 2016 Same period 2015
Analytics
UK / Scotland
Rank 34 51 63
Rank change year-on-year
+17 +12
Permanent jobs citing Analytics 128 119 104
As % of all permanent IT jobs located in Scotland 5.72% 4.08% 3.43%
As % of the Processes & Methodologies category 6.39% 4.51% 3.89%
Number of salaries quoted 76 59 57
Median salary £47,750 £57,500 £47,500
Median salary % change year-on-year
-16.95% +21.05%
90% offered a salary of more than £25,750 £31,500 £33,200
10% offered a salary of more than £71,500 £70,000 £69,000
UK excluding London median salary £45,000 £47,500 £45,000
% change year-on-year
-5.26% +5.55%

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
2002 2636 2675
As % of all permanent IT jobs located in Scotland 89.53% 90.30% 88.25%
Number of salaries quoted 1255 1700 1756
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,500 £32,500 £32,000
10% offered a salary of more than £60,500 £62,500 £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 24 January 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 24 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
Edinburgh +18 75 £50,500 -14.04% 20
Glasgow +5 38 £41,250 -26.99% 6
Aberdeen +6 5 £24,000 -
West Lothian +8 2 £40,000 -
Stirling - 1 £40,000 -
Renfrewshire - 1 - -
Analytics
UK

Analytics
Top 30 Related IT Skills in Scotland

For the 6 months to 24 January 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 94 (41.96%) Finance
2 83 (37.05%) SQL
3 60 (26.79%) Analytical Skills
4 58 (25.89%) Big Data
5 51 (22.77%) Java
5 51 (22.77%) Python
5 51 (22.77%) Business Intelligence
6 48 (21.43%) Data Analytics
7 47 (20.98%) Agile Software Development
8 45 (20.09%) Hadoop
9 44 (19.64%) SAS
10 40 (17.86%) JavaScript
11 38 (16.96%) Data Warehouse
12 37 (16.52%) Project Management
13 34 (15.18%) Marketing
14 33 (14.73%) Degree
15 31 (13.84%) Data Analysis
16 27 (12.05%) Data Modelling
16 27 (12.05%) Workflow
17 26 (11.61%) Data Mining
17 26 (11.61%) Relational Database
18 25 (11.16%) Apache Hive
18 25 (11.16%) HTML
19 24 (10.71%) Data Management
19 24 (10.71%) Business Analytics
19 24 (10.71%) Data Integration
20 23 (10.27%) Open Source
20 23 (10.27%) Apache Pig
20 23 (10.27%) CSS
21 22 (9.82%) Business Analysis

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 44 (19.64%) SAS
2 23 (10.27%) Apache Pig
3 18 (8.04%) CMS
4 16 (7.14%) JBoss
5 13 (5.80%) SharePoint
6 12 (5.36%) Apache Spark
6 12 (5.36%) Tomcat
7 7 (3.13%) Apache
8 6 (2.68%) Sitecore CMS
9 5 (2.23%) Apache Qpid
10 3 (1.34%) Oracle SOA Suite
11 2 (0.89%) Elasticsearch
12 1 (0.45%) Confluence
12 1 (0.45%) Drupal
12 1 (0.45%) Marvel
12 1 (0.45%) SharePoint 2013
12 1 (0.45%) WordPress
Applications
1 12 (5.36%) MS Excel
2 8 (3.57%) Photoshop
3 7 (3.13%) Adobe Illustrator
4 6 (2.68%) Adobe Captivate
4 6 (2.68%) InDesign
5 3 (1.34%) MS Office
5 3 (1.34%) SPSS
6 1 (0.45%) MS PowerPoint
6 1 (0.45%) Stata
Business Applications
1 3 (1.34%) Oracle ERP
2 2 (0.89%) WebTrends
3 1 (0.45%) Cognos Business Intelligence
3 1 (0.45%) Dynamics AX
3 1 (0.45%) Dynamics CRM
3 1 (0.45%) Dynamics NAV
3 1 (0.45%) Oracle 11i
3 1 (0.45%) Oracle Assets
3 1 (0.45%) Oracle Cash Management
3 1 (0.45%) Oracle EBS R12
3 1 (0.45%) Oracle Payables
3 1 (0.45%) Oracle Receivables
Cloud Services
1 21 (9.38%) Google Analytics
2 11 (4.91%) IaaS
3 9 (4.02%) Amazon AWS
4 8 (3.57%) PaaS
5 6 (2.68%) Microsoft Azure
6 4 (1.79%) Amazon CloudWatch
6 4 (1.79%) Amazon EC2
6 4 (1.79%) Amazon S3
6 4 (1.79%) GitHub
6 4 (1.79%) SaaS
7 2 (0.89%) Adobe Analytics
7 2 (0.89%) Amazon EMR
8 1 (0.45%) Cloud Computing
8 1 (0.45%) Google Cloud Platform
8 1 (0.45%) Office 365
Communications & Networking
1 16 (7.14%) Internet
2 2 (0.89%) Wireshark
3 1 (0.45%) DNS
3 1 (0.45%) Firewall
3 1 (0.45%) Peer-to-Peer Networking
3 1 (0.45%) SMS
3 1 (0.45%) VPN
Database & Business Intelligence
1 58 (25.89%) Big Data
2 45 (20.09%) Hadoop
3 38 (16.96%) Data Warehouse
4 26 (11.61%) Data Mining
4 26 (11.61%) Relational Database
5 25 (11.16%) Apache Hive
6 21 (9.38%) MongoDB
7 20 (8.93%) RDBMS
7 20 (8.93%) SQL Server
8 17 (7.59%) MySQL
8 17 (7.59%) NoSQL
8 17 (7.59%) PostgreSQL
9 9 (4.02%) Neo4j
9 9 (4.02%) Pentaho
10 8 (3.57%) Amazon Redshift
11 7 (3.13%) Apache Cassandra
12 6 (2.68%) SQL Server Integration Services
13 5 (2.23%) QlikView
13 5 (2.23%) SQL Server Reporting Services
13 5 (2.23%) Sqoop
Development Applications
1 10 (4.46%) Talend Open Studio
2 9 (4.02%) Jenkins
3 6 (2.68%) Dreamweaver
3 6 (2.68%) Visual Studio
4 5 (2.23%) Git (software)
5 4 (1.79%) Oracle Forms
6 3 (1.34%) Team Foundation Server
7 2 (0.89%) Axure RP
7 2 (0.89%) Subversion
8 1 (0.45%) Artifactory
8 1 (0.45%) Balsamiq Mockups
8 1 (0.45%) Hudson
8 1 (0.45%) JIRA
8 1 (0.45%) Maven
8 1 (0.45%) ProC
8 1 (0.45%) PVCS
8 1 (0.45%) SonarQube
General
1 94 (41.96%) Finance
2 34 (15.18%) Marketing
3 19 (8.48%) Retail
4 16 (7.14%) Legal
5 14 (6.25%) Banking
6 3 (1.34%) Back Office
6 3 (1.34%) Billing
6 3 (1.34%) Publishing
6 3 (1.34%) Spanish Language
7 2 (0.89%) Manufacturing
7 2 (0.89%) Military
7 2 (0.89%) Multimedia
7 2 (0.89%) Pharmaceutical
7 2 (0.89%) Retail Banking
8 1 (0.45%) Front Office
8 1 (0.45%) Games
8 1 (0.45%) Investment Banking
8 1 (0.45%) Telecoms
Job Titles
1 54 (24.11%) Developer
2 29 (12.95%) Consultant
3 27 (12.05%) Analyst
4 18 (8.04%) Architect
5 13 (5.80%) Java Developer
6 10 (4.46%) Data Architect
6 10 (4.46%) Python Developer
6 10 (4.46%) Senior Consultant
6 10 (4.46%) Software Developer
6 10 (4.46%) Software Engineer
6 10 (4.46%) Web Developer
7 7 (3.13%) Applications Developer
7 7 (3.13%) Data Scientist
7 7 (3.13%) Java Software Developer
7 7 (3.13%) Lead Developer
7 7 (3.13%) SAS Consultant
7 7 (3.13%) Web Applications Developer
8 6 (2.68%) Designer
8 6 (2.68%) Senior Architect
8 6 (2.68%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 25 (11.16%) HTML
2 23 (10.27%) CSS
3 17 (7.59%) Middleware
4 16 (7.14%) Spring
5 13 (5.80%) ELK Stack
6 12 (5.36%) jQuery
7 11 (4.91%) HTML5
7 11 (4.91%) XML
8 10 (4.46%) .NET
9 9 (4.02%) ActiveMQ
9 9 (4.02%) Apache Camel
9 9 (4.02%) Drools
9 9 (4.02%) jBPM
9 9 (4.02%) XSLT
10 8 (3.57%) CSS3
10 8 (3.57%) Java EE
10 8 (3.57%) Web Services
11 7 (3.13%) Node.js
12 6 (2.68%) Kafka
12 6 (2.68%) REST
Miscellaneous
1 60 (26.79%) Analytical Skills
2 24 (10.71%) Data Integration
3 16 (7.14%) Visualisation
4 14 (6.25%) Credit Risk
5 10 (4.46%) Management Information System
6 8 (3.57%) Internet of Things
6 8 (3.57%) Statistics
6 8 (3.57%) User Experience
7 6 (2.68%) Computer Science
7 6 (2.68%) Digital Media
7 6 (2.68%) Fixed Income
8 5 (2.23%) Data Structures
8 5 (2.23%) Enterprise Software
8 5 (2.23%) Social Media
9 4 (1.79%) Algorithms
9 4 (1.79%) Blockchain
9 4 (1.79%) Hybrid Cloud
9 4 (1.79%) Public Cloud
10 3 (1.34%) Mobile App
10 3 (1.34%) Ontologies
Operating Systems
1 20 (8.93%) Linux
2 8 (3.57%) Windows
3 6 (2.68%) Unix
4 3 (1.34%) Red Hat Enterprise Linux
5 2 (0.89%) Android
5 2 (0.89%) Apple iOS
5 2 (0.89%) Windows Server
5 2 (0.89%) Windows Server 2008
5 2 (0.89%) Windows Server 2012
6 1 (0.45%) CentOS
6 1 (0.45%) Ubuntu
Processes & Methodologies
1 51 (22.77%) Business Intelligence
2 48 (21.43%) Data Analytics
3 47 (20.98%) Agile Software Development
4 37 (16.52%) Project Management
5 31 (13.84%) Data Analysis
6 27 (12.05%) Data Modelling
6 27 (12.05%) Workflow
7 24 (10.71%) Business Analytics
7 24 (10.71%) Data Management
8 23 (10.27%) Open Source
9 22 (9.82%) Business Analysis
10 21 (9.38%) Web Analytics
11 20 (8.93%) Continuous Integration
11 20 (8.93%) Machine Learning
11 20 (8.93%) Risk Management
12 19 (8.48%) Anti-Money Laundering
12 19 (8.48%) Line Management
12 19 (8.48%) Scrum
13 18 (8.04%) Web Development
14 17 (7.59%) Stakeholder Management
Programming Languages
1 83 (37.05%) SQL
2 51 (22.77%) Java
2 51 (22.77%) Python
3 40 (17.86%) JavaScript
4 19 (8.48%) R
5 15 (6.70%) Ruby
6 12 (5.36%) Perl
7 10 (4.46%) PHP
8 9 (4.02%) Bash Shell
9 6 (2.68%) C#
10 5 (2.23%) PL/SQL
11 4 (1.79%) MATLAB
11 4 (1.79%) VBA
12 3 (1.34%) C++
12 3 (1.34%) T-SQL
13 2 (0.89%) PowerShell
13 2 (0.89%) Scala
14 1 (0.45%) Groovy
14 1 (0.45%) SAS Macro
14 1 (0.45%) VB.NET
Qualifications
1 33 (14.73%) Degree
2 4 (1.79%) SC Cleared
2 4 (1.79%) Security Cleared
3 1 (0.45%) CCAB
3 1 (0.45%) CISA
3 1 (0.45%) CISSP
3 1 (0.45%) CRISC
3 1 (0.45%) MCP
3 1 (0.45%) Microsoft Certification
Quality Assurance & Compliance
1 9 (4.02%) Data Quality
2 4 (1.79%) SLA
3 2 (0.89%) PCI DSS
4 1 (0.45%) ISO/IEC 27001
4 1 (0.45%) QA
System Software
1 8 (3.57%) Docker
1 8 (3.57%) VMware Infrastructure
2 7 (3.13%) HDFS
3 4 (1.79%) Apache Flume
3 4 (1.79%) Microsoft App-V
3 4 (1.79%) VMware ESXi
Systems Management
1 13 (5.80%) Ambari
2 7 (3.13%) Puppet
3 5 (2.23%) Ansible
3 5 (2.23%) Oozie
3 5 (2.23%) Opscode Chef
4 4 (1.79%) Kubernetes
4 4 (1.79%) Mesos
5 2 (0.89%) Hadoop YARN
6 1 (0.45%) Systems Management Server (SMS)
Vendors
1 21 (9.38%) Google
1 21 (9.38%) Microsoft
1 21 (9.38%) Oracle
2 15 (6.70%) Adobe
3 11 (4.91%) Tableau
4 10 (4.46%) MicroStrategy
4 10 (4.46%) Talend
5 9 (4.02%) IBM
6 8 (3.57%) VMware
7 7 (3.13%) Sitecore
7 7 (3.13%) Vertica
8 5 (2.23%) Cognizant
8 5 (2.23%) Sybase
8 5 (2.23%) Teradata
9 4 (1.79%) Citrix
9 4 (1.79%) Cognos
9 4 (1.79%) SAP
9 4 (1.79%) Splunk
10 3 (1.34%) Informatica
10 3 (1.34%) Red Hat
Edinburgh, Midlothian
Hydrogen Group
Salary: excellent benefits
Posted: 13 hours ago
Edinburgh, Midlothian
7 Fifty Two Solutions Ltd
Salary: Benefits
Posted: 23 hours ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 12 hours ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £58,000 + extensive benefits package
Posted: 13 hours ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £68,000 - £110,000 + extensive benefits package
Posted: 12 hours ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 14 hours ago
Edinburgh
Churchill Frank
Salary: £50000 - £70000 per annum
Posted: Yesterday
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + 6.5k Car Cash Allowance + Benefits
Posted: Yesterday
Glasgow, Lanarkshire
Search Consultancy
Salary: £25000.00 - £32000.00 per annum + benefits
Posted: 4 days ago
Glasgow, Lanarkshire
Net Talent
Salary: £30000 - £35000 per annum
Posted: 13 hours ago
Edinburgh
Churchill Frank
Salary: £28000 - £35000 per annum
Posted: 4 days ago
Edinburgh, Midlothian
Sanderson
Posted: 4 days ago
Edinburgh, Midlothian
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 4 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £60,000 - £80,000k base, bonus & a fantastic range of additional benef
Posted: 6 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £65,000 - £95,000
Posted: 4 days ago
Glasgow, Lanarkshire
Spring Technology
Salary: £35000.00 - £45000.00 per annum + superb benefits
Posted: 6 days ago
Edinburgh, Midlothian
Cathcart Associates Ltd
Salary: £40000 - £55000 per annum + Benefits
Posted: 5 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £28000.00 - £35000.00 per annum
Posted: 8 days ago
Edinburgh, Midlothian
Net Talent
Salary: £35000 - £45000 per annum
Posted: 6 days ago
Glasgow
Cathcart Associates
Salary: £35000 - £45000 per annum + Benefits
Posted: 15 days ago
Glasgow
Cathcart Associates
Salary: £35000 - £45000 per annum + Benefits
Posted: 15 days ago
Glasgow, Lanarkshire
Harvey Nash plc
Salary: £37000 - £41000 per annum + Excellent Benefits
Posted: 6 days ago
Edinburgh
Churchill Frank
Salary: £35000 - £45000 per annum + 25% Bonus
Posted: 5 days ago
Edinburgh
Hays Specialist Recruitment Ltd
Salary: £30000.00 - £35000.00 per annum
Posted: 12 days ago
Dundee
Recruitment Genius Ltd
Salary: £20000 - £30000 per annum
Posted: 13 days ago
Edinburgh
Deerfoot IT Resources Ltd
Salary: £60000 per annum
Posted: 19 days ago