Period
to 15 December 2018

The table below looks at the prevalence of the term Analytical Skills in contract job vacancies advertised in Yorkshire. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Analytical Skills over the 6 months to 15 December 2018 with a comparison to the same period over the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Analytical Skills
England > Yorkshire
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 36 20 23
Rank change year-on-year -16 +3 -1
Contract jobs citing Analytical Skills 245 309 327
As % of all contract IT jobs advertised in Yorkshire 4.95% 6.94% 6.17%
As % of the Miscellaneous category 16.60% 23.13% 19.38%
Number of daily rates quoted 160 216 216
Yorkshire median daily rate £400 £400 £425
Median daily rate % change year-on-year - -5.88% +9.68%
10th Percentile £210 £263 £305
90th Percentile £575 £615 £538
England median daily rate £450 £450 £420
% change year-on-year - +7.14% +3.70%
Number of hourly rates quoted 22 6 8
Yorkshire median hourly rate £19.28 £15.16 £14.41
Median hourly rate % change year-on-year +27.19% +5.21% +4.31%
10th Percentile £13.50 £11.50 £11.67
90th Percentile £24.61 £39.38 £28.87
England median hourly rate £18.70 £20.00 £17.75
% change year-on-year -6.50% +12.68% -4.16%

Analytical Skills is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Yorkshire with a requirement for generic IT skills.

All Generic IT Skills
Yorkshire
Contract vacancies with a requirement for generic IT skills 1,476 1,336 1,687
As % of all contract IT jobs advertised in Yorkshire 29.84% 30.02% 31.85%
Number of daily rates quoted 928 876 1,052
Yorkshire median daily rate £410 £410 £400
Median daily rate % change year-on-year - +2.50% +3.23%
10th Percentile £259 £235 £243
90th Percentile £550 £563 £550
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 67 55 76
Yorkshire median hourly rate £16.00 £16.00 £14.50
Median hourly rate % change year-on-year - +10.34% +5.00%
10th Percentile £10.40 £9.88 £9.80
90th Percentile £24.89 £34.92 £28.75
England median hourly rate £20.25 £20.60 £20.00
% change year-on-year -1.72% +3.00% +5.26%

Analytical Skills
Job Vacancy Trend in Yorkshire

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in Yorkshire.

Job vacancy trend for Analytical Skills in Yorkshire

Analytical Skills
Contractor Daily Rate Trend in Yorkshire

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Analytical Skills in Yorkshire.

Contractor daily rate trend for Analytical Skills in Yorkshire

Analytical Skills
Contractor Daily Rate Histogram in Yorkshire

The daily rate distribution of IT jobs citing Analytical Skills in Yorkshire over the 6 months to 15 December 2018.

Contractor daily rate histogram for Analytical Skills in Yorkshire

Analytical Skills
Contractor Hourly Rate Trend in Yorkshire

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Analytical Skills in Yorkshire.

Contractor hourly rate trend for Analytical Skills in Yorkshire

Analytical Skills
Contractor Hourly Rate Histogram in Yorkshire

The hourly rate distribution of IT jobs citing Analytical Skills in Yorkshire over the 6 months to 15 December 2018.

Contractor hourly rate histogram for Analytical Skills in Yorkshire

Analytical Skills
Contract Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Analytical Skills within the Yorkshire region over the 6 months to 15 December 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire -11 180 £400 +6.67% 98
South Yorkshire -19 52 £425 -13.97% 19
North Yorkshire -9 11 £163 -56.67% 22
Analytical Skills
England

For the 6 months to 15 December 2018, IT contractor jobs citing Analytical Skills also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Yorkshire region with a requirement for Analytical Skills.

1 88 (35.92%) Problem-Solving
2 79 (32.24%) Finance
3 75 (30.61%) SQL
4 60 (24.49%) Agile Software Development
5 42 (17.14%) Microsoft
5 42 (17.14%) Stakeholder Management
6 33 (13.47%) Degree
7 32 (13.06%) SQL Server
8 29 (11.84%) Microsoft Excel
9 27 (11.02%) Analytics
10 26 (10.61%) Data Analysis
11 24 (9.80%) Analytical Thinking
12 23 (9.39%) Linux
13 22 (8.98%) Python
14 21 (8.57%) ETL
14 21 (8.57%) Microsoft Office
14 21 (8.57%) Web Services
15 20 (8.16%) Business Intelligence
16 19 (7.76%) SAS
16 19 (7.76%) Unix
16 19 (7.76%) Migration
16 19 (7.76%) Scrum
16 19 (7.76%) Business Analysis
17 18 (7.35%) Validation
17 18 (7.35%) Management Information System
17 18 (7.35%) Oracle
17 18 (7.35%) Data Quality
18 17 (6.94%) Relational Database
18 17 (6.94%) C#
18 17 (6.94%) Windows

Analytical Skills
Co-occurring IT Skills in Yorkshire 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 19 (7.76%) SAS
2 12 (4.90%) SharePoint
3 7 (2.86%) Confluence
4 6 (2.45%) SharePoint Server
5 5 (2.04%) Tomcat
6 3 (1.22%) IBM Notes
6 3 (1.22%) Oracle SOA Suite
7 2 (0.82%) Oracle HTTP Server
7 2 (0.82%) WebLogic
7 2 (0.82%) WebLogic Portal
8 1 (0.41%) Anypoint
8 1 (0.41%) Cloud Foundry
8 1 (0.41%) Oracle Workflow
8 1 (0.41%) Skype for Business
8 1 (0.41%) WordPress
Applications
1 29 (11.84%) Microsoft Excel
2 21 (8.57%) Microsoft Office
3 9 (3.67%) Spreadsheet
4 7 (2.86%) Microsoft PowerPoint
5 5 (2.04%) MS Visio
6 4 (1.63%) Microsoft Project
Business Applications
1 3 (1.22%) Dynamics CRM
2 2 (0.82%) Oracle EBS
2 2 (0.82%) SAP HR
2 2 (0.82%) SAP Payroll
3 1 (0.41%) Dynamics AX
3 1 (0.41%) JDE EnterpriseOne
3 1 (0.41%) NetSuite
3 1 (0.41%) Oracle Assets
3 1 (0.41%) Oracle Payables
3 1 (0.41%) Oracle Receivables
3 1 (0.41%) SAP SD
3 1 (0.41%) SAP WM
3 1 (0.41%) Sprinklr
3 1 (0.41%) SystmOne
Cloud Services
1 14 (5.71%) Amazon AWS
2 6 (2.45%) Microsoft Azure
3 5 (2.04%) Amazon S3
4 4 (1.63%) Amazon EC2
4 4 (1.63%) Office 365
4 4 (1.63%) Virtual Private Cloud
5 3 (1.22%) Amazon EMR
5 3 (1.22%) Amazon Glacier
5 3 (1.22%) AWS Lambda
5 3 (1.22%) Force.com
5 3 (1.22%) IaaS
5 3 (1.22%) Salesforce Service Cloud
5 3 (1.22%) Serverless
6 2 (0.82%) Amazon Kinesis
6 2 (0.82%) Amazon SageMaker
6 2 (0.82%) Dynamics 365
6 2 (0.82%) Google Analytics
6 2 (0.82%) PaaS
7 1 (0.41%) Adobe Creative Cloud
7 1 (0.41%) Amazon CloudWatch
Communications & Networking
1 10 (4.08%) Firewall
2 3 (1.22%) Internet
2 3 (1.22%) LAN
3 2 (0.82%) BGP
3 2 (0.82%) Cisco ASA
3 2 (0.82%) DNS
3 2 (0.82%) HTTP
3 2 (0.82%) OSPF
3 2 (0.82%) VoIP
3 2 (0.82%) WLAN
4 1 (0.41%) Cisco IOS
4 1 (0.41%) Intrusion Detection
4 1 (0.41%) MPLS
4 1 (0.41%) NX-OS
4 1 (0.41%) Remote Desktop
4 1 (0.41%) Skype
4 1 (0.41%) VPLS
4 1 (0.41%) VPN
4 1 (0.41%) WAN
4 1 (0.41%) Wireshark
Database & Business Intelligence
1 32 (13.06%) SQL Server
2 17 (6.94%) Relational Database
3 14 (5.71%) Data Warehouse
3 14 (5.71%) Hadoop
3 14 (5.71%) SQL Server Reporting Services
4 13 (5.31%) MongoDB
5 12 (4.90%) QlikView
6 9 (3.67%) NoSQL
7 8 (3.27%) Big Data
7 8 (3.27%) Spotfire
7 8 (3.27%) SQL Server Integration Services
8 7 (2.86%) MS Access
9 6 (2.45%) BusinessObjects
9 6 (2.45%) Data Mining
9 6 (2.45%) PostgreSQL
10 5 (2.04%) Amazon Aurora
10 5 (2.04%) Amazon Redshift
10 5 (2.04%) Data Lake
10 5 (2.04%) HBase
10 5 (2.04%) SQL Server 2008
Development Applications
1 13 (5.31%) JIRA
2 10 (4.08%) Git (software)
3 5 (2.04%) Maven
4 4 (1.63%) Octopus Deploy
5 3 (1.22%) Ant
5 3 (1.22%) Gradle
5 3 (1.22%) JUnit
5 3 (1.22%) Subversion
5 3 (1.22%) Team Foundation Server
6 2 (0.82%) Atlassian Bamboo
6 2 (0.82%) Balsamiq Mockups
6 2 (0.82%) ClearQuest
6 2 (0.82%) Eclipse
6 2 (0.82%) ERwin
6 2 (0.82%) HP UFT
6 2 (0.82%) IntelliJ
6 2 (0.82%) Oracle APEX
6 2 (0.82%) Oracle Forms
6 2 (0.82%) ProC
7 1 (0.41%) CF BOSH
General
1 79 (32.24%) Finance
2 13 (5.31%) Banking
3 11 (4.49%) Legal
4 10 (4.08%) Marketing
5 7 (2.86%) Retail
6 4 (1.63%) Financial Institution
6 4 (1.63%) Retail Banking
7 3 (1.22%) Back Office
8 2 (0.82%) Manufacturing
8 2 (0.82%) Pharmaceutical
8 2 (0.82%) Telecoms
9 1 (0.41%) Advertising
9 1 (0.41%) German Language
9 1 (0.41%) Law
Job Titles
1 88 (35.92%) Analyst
2 39 (15.92%) Developer
3 34 (13.88%) Data Analyst
4 25 (10.20%) Business Analyst
5 14 (5.71%) Architect
6 13 (5.31%) User Researcher
7 11 (4.49%) SQL Analyst
8 10 (4.08%) Consultant
9 9 (3.67%) Information Analyst
9 9 (3.67%) Project Manager
9 9 (3.67%) SQL Developer
10 8 (3.27%) Financial Analyst
11 6 (2.45%) .NET Developer
11 6 (2.45%) Cisco Engineer
11 6 (2.45%) IT Support
11 6 (2.45%) SQL Data Analyst
11 6 (2.45%) Support Engineer
11 6 (2.45%) Technical Architect
12 5 (2.04%) Finance Business Analyst
12 5 (2.04%) Salesforce Developer
Libraries, Frameworks & Software Standards
1 21 (8.57%) Web Services
2 15 (6.12%) .NET
3 9 (3.67%) HTML
3 9 (3.67%) XML
4 7 (2.86%) Kafka
5 6 (2.45%) CSS
6 5 (2.04%) AngularJS
6 5 (2.04%) ASP.NET
6 5 (2.04%) Middleware
6 5 (2.04%) RabbitMQ
6 5 (2.04%) SOAP
6 5 (2.04%) Visualforce
7 4 (1.63%) J2EE
7 4 (1.63%) JSON
7 4 (1.63%) REST
8 3 (1.22%) .NET Framework
8 3 (1.22%) ActiveMQ
8 3 (1.22%) Elastic Stack
8 3 (1.22%) React
8 3 (1.22%) RESTful
Miscellaneous
1 18 (7.35%) Management Information System
2 11 (4.49%) Virtual Team
3 9 (3.67%) Data Centre
3 9 (3.67%) User Experience
4 8 (3.27%) NHS
5 5 (2.04%) Algorithms
5 5 (2.04%) Data Structures
6 4 (1.63%) Cyberthreat
6 4 (1.63%) Driving Licence
7 3 (1.22%) Distributed Denial-of-Service
7 3 (1.22%) Mobile App
7 3 (1.22%) Self-Motivation
8 2 (0.82%) Analytical Mindset
8 2 (0.82%) Blog
8 2 (0.82%) Linux Command Line
8 2 (0.82%) PMI
9 1 (0.41%) Graphic Design
9 1 (0.41%) Online Banking
9 1 (0.41%) PKI
9 1 (0.41%) Taxonomies
Operating Systems
1 23 (9.39%) Linux
2 19 (7.76%) Unix
3 17 (6.94%) Windows
4 11 (4.49%) Red Hat Enterprise Linux
5 4 (1.63%) AIX
5 4 (1.63%) Apple iOS
5 4 (1.63%) Mac OS
5 4 (1.63%) Windows Server
6 2 (0.82%) CentOS
6 2 (0.82%) Oracle Linux
6 2 (0.82%) Windows 10
6 2 (0.82%) Windows 7
7 1 (0.41%) Android
7 1 (0.41%) Solaris
7 1 (0.41%) SUSE
7 1 (0.41%) SUSE Linux Enterprise Server
7 1 (0.41%) Windows Server 2008
7 1 (0.41%) Windows XP
Processes & Methodologies
1 88 (35.92%) Problem-Solving
2 60 (24.49%) Agile Software Development
3 42 (17.14%) Stakeholder Management
4 27 (11.02%) Analytics
5 26 (10.61%) Data Analysis
6 24 (9.80%) Analytical Thinking
7 21 (8.57%) ETL
8 20 (8.16%) Business Intelligence
9 19 (7.76%) Business Analysis
9 19 (7.76%) Migration
9 19 (7.76%) Scrum
10 18 (7.35%) Validation
11 16 (6.53%) Test Automation
12 15 (6.12%) Decision-Making
12 15 (6.12%) SDLC
13 14 (5.71%) Change Management
13 14 (5.71%) Information Security
13 14 (5.71%) Project Management
13 14 (5.71%) User-Centered Design (UCD)
14 13 (5.31%) Data Management
Programming Languages
1 75 (30.61%) SQL
2 22 (8.98%) Python
3 17 (6.94%) C#
4 15 (6.12%) Java
5 13 (5.31%) JavaScript
6 9 (3.67%) R
7 8 (3.27%) Perl
8 7 (2.86%) Shell Script
9 6 (2.45%) Apex Code
10 5 (2.04%) PL/SQL
10 5 (2.04%) SOQL
10 5 (2.04%) T-SQL
11 4 (1.63%) VBA
12 3 (1.22%) C
12 3 (1.22%) Scala
12 3 (1.22%) TypeScript
13 2 (0.82%) COBOL
13 2 (0.82%) PowerShell
13 2 (0.82%) Ruby
14 1 (0.41%) Delphi
Qualifications
1 33 (13.47%) Degree
2 8 (3.27%) CISSP
3 7 (2.86%) CISM
4 5 (2.04%) Security Cleared
5 4 (1.63%) DBS Check
5 4 (1.63%) ITIL Certification
6 3 (1.22%) AWS Certification
6 3 (1.22%) ISEB
6 3 (1.22%) MCITP
6 3 (1.22%) MCSE
6 3 (1.22%) Microsoft Certification
6 3 (1.22%) Numerate Degree
7 2 (0.82%) ISTQB
7 2 (0.82%) Master's Degree
7 2 (0.82%) PMI Certification
7 2 (0.82%) SC Cleared
8 1 (0.41%) CCIE
8 1 (0.41%) Cisco Certification
8 1 (0.41%) CISMP
8 1 (0.41%) PhD
Quality Assurance & Compliance
1 18 (7.35%) Data Quality
2 7 (2.86%) GxP
2 7 (2.86%) QA
3 6 (2.45%) ISO/IEC 27001
3 6 (2.45%) PMO
4 4 (1.63%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
5 2 (0.82%) P3O
5 2 (0.82%) PCI DSS
5 2 (0.82%) SLA
6 1 (0.41%) Disclosure Scotland
6 1 (0.41%) GDPR
6 1 (0.41%) ISAE 3402
6 1 (0.41%) Sarbanes-Oxley
System Software
1 5 (2.04%) Active Directory
2 4 (1.63%) Virtual Servers
3 3 (1.22%) BitLocker
4 2 (0.82%) Docker
4 2 (0.82%) Oracle RAC
5 1 (0.41%) Apache Flume
Systems Management
1 5 (2.04%) Ansible
2 4 (1.63%) Puppet
3 3 (1.22%) Aspera SmartTrack
3 3 (1.22%) Opscode Chef
3 3 (1.22%) SCCM
3 3 (1.22%) Terraform
4 2 (0.82%) Data Guard
4 2 (0.82%) Failover Clustering
4 2 (0.82%) Oracle RMAN
5 1 (0.41%) McAfee ePO
5 1 (0.41%) Nessus
5 1 (0.41%) Systems Management Server (SMS)
5 1 (0.41%) Tivoli
5 1 (0.41%) Tivoli Storage Manager
Vendors
1 42 (17.14%) Microsoft
2 18 (7.35%) Oracle
3 12 (4.90%) Tableau
4 9 (3.67%) Cisco
4 9 (3.67%) SAP
5 8 (3.27%) Datameer
5 8 (3.27%) ServiceNow
5 8 (3.27%) Splunk
5 8 (3.27%) Teradata
6 6 (2.45%) Red Hat
6 6 (2.45%) Salesforce.com
7 5 (2.04%) HP
8 4 (1.63%) Brocade
8 4 (1.63%) McAfee
8 4 (1.63%) RedGate
9 3 (1.22%) Adobe
9 3 (1.22%) Fujitsu
9 3 (1.22%) Hortonworks
9 3 (1.22%) Lotus
9 3 (1.22%) Remedy