Period
to 24 May 2019

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for SPSS skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited SPSS over the 6 months to 24 May 2019 with a comparison to the same period in the previous 2 years.

SPSS
UK > England
6 months to
24 May 2019
Same period 2018 Same period 2017
Rank 899 890 787
Rank change year-on-year -9 -103 -15
Permanent jobs citing SPSS 164 249 371
As % of all permanent IT jobs advertised in England 0.12% 0.15% 0.23%
As % of the Applications category 1.45% 1.81% 2.65%
Number of salaries quoted 128 188 286
England median annual salary £42,500 £42,500 £46,000
Median salary % change year-on-year - -7.61% -5.15%
10th Percentile £24,275 £29,750 £31,250
90th Percentile £63,750 £80,375 £74,375
UK median annual salary £43,000 £42,500 £46,000
% change year-on-year +1.18% -7.61% -8.00%

SPSS is in the Software Applications category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for software application skills.

All Software Application Skills
England
Permanent vacancies with a requirement for software application skills 11,296 13,787 14,004
As % of all permanent IT jobs advertised in England 8.40% 8.54% 8.78%
Number of salaries quoted 8,495 10,835 11,267
England median annual salary £40,000 £37,500 £37,500
Median salary % change year-on-year +6.67% - -
10th Percentile £22,750 £21,750 £22,000
90th Percentile £67,500 £65,000 £65,000
UK median annual salary £40,000 £37,500 £37,500
% change year-on-year +6.67% - +1.35%

SPSS
Job Vacancy Trend in England

Job postings citing SPSS as a percentage of all IT jobs advertised in England.

Job vacancy trend for SPSS in England

SPSS
Salary Trend in England

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

Salary trend for SPSS in England

SPSS
Salary Histogram in England

The salary distribution of IT jobs citing SPSS in England over the 6 months to 24 May 2019.

Salary histogram for SPSS in England

SPSS
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SPSS within the England region over the 6 months to 24 May 2019. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +15 90 £43,250 -13.50% 6
Midlands +35 23 £45,000 +28.57%
South East +27 19 £41,500 +8.85% 1
East Midlands +48 15 - -
North of England +21 14 £42,500 +30.77% 1
East of England +67 12 £26,500 -15.87%
North West +25 11 £41,250 +26.92% 1
West Midlands +8 8 £45,000 +28.57%
South West +19 5 £43,750 -
Yorkshire -15 2 £47,500 +31.94%
North East - 1 £20,000 -
SPSS
UK

For the 6 months to 24 May 2019, IT jobs citing SPSS also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for SPSS.

1 103 (62.80%) SAS
2 98 (59.76%) SQL
3 97 (59.15%) Python
4 94 (57.32%) R
5 90 (54.88%) Analytics
6 73 (44.51%) Analytical Skills
7 52 (31.71%) Business Intelligence
8 49 (29.88%) Tableau
9 47 (28.66%) Visualisation
10 42 (25.61%) Microsoft Excel
11 41 (25.00%) Agile Software Development
12 40 (24.39%) Machine Learning
12 40 (24.39%) Problem-Solving
13 37 (22.56%) Data Science
14 36 (21.95%) Stata
15 34 (20.73%) Finance
15 34 (20.73%) Mathematics
16 32 (19.51%) Microsoft
17 31 (18.90%) Statistics
18 30 (18.29%) Marketing
19 29 (17.68%) Degree
20 28 (17.07%) Decision-Making
20 28 (17.07%) Power Platform
20 28 (17.07%) Power BI
21 27 (16.46%) Data Analytics
22 26 (15.85%) Data Warehouse
23 25 (15.24%) Spotfire
24 24 (14.63%) Statistical Analysis
24 24 (14.63%) Artificial Intelligence
25 22 (13.41%) Big Data

SPSS
Co-occurring 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
1 103 (62.80%) SAS
2 7 (4.27%) Apache Spark
3 5 (3.05%) Apache Pig
4 3 (1.83%) Apache
5 2 (1.22%) Apache Airflow
5 2 (1.22%) Apache Solr
5 2 (1.22%) Jupyter
6 1 (0.61%) WebSphere
6 1 (0.61%) WebSphere Application Server
Applications
1 42 (25.61%) Microsoft Excel
2 36 (21.95%) Stata
3 9 (5.49%) Microsoft Office
4 6 (3.66%) Spreadsheet
5 5 (3.05%) SPSS Modeler
6 4 (2.44%) S-PLUS
7 2 (1.22%) Mathematica
8 1 (0.61%) EViews
8 1 (0.61%) Microsoft PowerPoint
8 1 (0.61%) Microsoft Project
8 1 (0.61%) Weka
Business Applications
1 7 (4.27%) Cognos Business Intelligence
2 4 (2.44%) Dynamics CRM
2 4 (2.44%) SAP ERP
3 3 (1.83%) FastStats
4 2 (1.22%) SAP InfiniteInsight
5 1 (0.61%) Adobe Campaign
5 1 (0.61%) Cognos TM1
5 1 (0.61%) Salesforce.com CRM
Cloud Services
1 28 (17.07%) Power Platform
2 16 (9.76%) Microsoft Azure
3 13 (7.93%) Google Cloud Platform
4 12 (7.32%) Azure Machine Learning
5 9 (5.49%) MailChimp
6 5 (3.05%) Google Analytics
7 4 (2.44%) Amazon AWS
7 4 (2.44%) Azure Data Factory
7 4 (2.44%) Dynamics 365
8 3 (1.83%) Adobe Analytics
8 3 (1.83%) SaaS
9 2 (1.22%) Apigee
9 2 (1.22%) Azure Active Directory
9 2 (1.22%) Azure Stack
9 2 (1.22%) Boomi
9 2 (1.22%) GitHub
9 2 (1.22%) IaaS
9 2 (1.22%) iPaaS
9 2 (1.22%) Office 365
9 2 (1.22%) PaaS
Communications & Networking
1 2 (1.22%) Firewall
Database & Business Intelligence
1 28 (17.07%) Power BI
2 26 (15.85%) Data Warehouse
3 25 (15.24%) Spotfire
4 22 (13.41%) Big Data
5 18 (10.98%) Data Mining
6 17 (10.37%) Data Lake
7 16 (9.76%) QlikView
8 15 (9.15%) SQL Server
9 13 (7.93%) BigQuery
9 13 (7.93%) Relational Database
10 12 (7.32%) Hadoop
11 9 (5.49%) Apache Hive
11 9 (5.49%) NoSQL
12 7 (4.27%) GIS
12 7 (4.27%) WebFOCUS
13 6 (3.66%) BusinessObjects
13 6 (3.66%) SQL Server Reporting Services
14 5 (3.05%) RDBMS
15 4 (2.44%) Crystal Reports
15 4 (2.44%) PostgreSQL
Development Applications
1 2 (1.22%) ER Studio
1 2 (1.22%) ERwin
1 2 (1.22%) Jenkins
1 2 (1.22%) Maven
1 2 (1.22%) Visual Studio Team System
2 1 (0.61%) Visual Studio
General
1 34 (20.73%) Finance
2 30 (18.29%) Marketing
3 18 (10.98%) Retail
4 7 (4.27%) Banking
4 7 (4.27%) Digital Economy
5 6 (3.66%) Legal
5 6 (3.66%) Pharmaceutical
6 2 (1.22%) Games
7 1 (0.61%) Advertising
7 1 (0.61%) Law
7 1 (0.61%) Social Science
7 1 (0.61%) Telecoms
Job Titles
1 88 (53.66%) Analyst
2 57 (34.76%) Data Analyst
3 30 (18.29%) Senior Analyst
4 20 (12.20%) Data Scientist
5 15 (9.15%) Insight Analyst
6 13 (7.93%) Developer
6 13 (7.93%) Senior Data Analyst
7 12 (7.32%) Business Intelligence Developer
8 11 (6.71%) Business Developer
8 11 (6.71%) Consultant
8 11 (6.71%) Data Manager
8 11 (6.71%) Senior Business Intelligence Developer
8 11 (6.71%) Senior Developer
9 8 (4.88%) Analytics Consultant
10 7 (4.27%) Business Analyst
10 7 (4.27%) Data Business Analyst
10 7 (4.27%) Data Consultant
10 7 (4.27%) Revenue Assurance Analyst
10 7 (4.27%) Senior Business Analyst
11 6 (3.66%) Support Analyst
Libraries, Frameworks & Software Standards
1 10 (6.10%) Natural Language Processing
2 5 (3.05%) Kafka
2 5 (3.05%) XML
3 4 (2.44%) D3.js
4 3 (1.83%) .NET
4 3 (1.83%) TensorFlow
5 2 (1.22%) Anaconda
5 2 (1.22%) Apache NiFi
5 2 (1.22%) Apache Tez
5 2 (1.22%) HTML
5 2 (1.22%) HTML5
5 2 (1.22%) NumPy
5 2 (1.22%) OAuth
5 2 (1.22%) OpenID
5 2 (1.22%) SAML
5 2 (1.22%) Web Services
6 1 (0.61%) .NET Framework
6 1 (0.61%) J2EE
6 1 (0.61%) Pandas
Miscellaneous
1 73 (44.51%) Analytical Skills
2 16 (9.76%) Data Centre
3 9 (5.49%) NHS
4 8 (4.88%) Management Information System
5 7 (4.27%) Data Structures
5 7 (4.27%) PMI
6 6 (3.66%) Algorithms
6 6 (3.66%) Self-Motivation
7 5 (3.05%) Analytical Mindset
7 5 (3.05%) Credit Risk
8 3 (1.83%) Greenfield Project
8 3 (1.83%) Social Media
9 2 (1.22%) Public Cloud
9 2 (1.22%) User Experience
9 2 (1.22%) Virtual Team
10 1 (0.61%) Digital Media
10 1 (0.61%) Fintech
Operating Systems
1 2 (1.22%) Linux
1 2 (1.22%) Unix
Processes & Methodologies
1 90 (54.88%) Analytics
2 52 (31.71%) Business Intelligence
3 47 (28.66%) Visualisation
4 41 (25.00%) Agile Software Development
5 40 (24.39%) Machine Learning
5 40 (24.39%) Problem-Solving
6 37 (22.56%) Data Science
7 34 (20.73%) Mathematics
8 31 (18.90%) Statistics
9 28 (17.07%) Decision-Making
10 27 (16.46%) Data Analytics
11 24 (14.63%) Artificial Intelligence
11 24 (14.63%) Statistical Analysis
12 21 (12.80%) Data Visualisation
13 20 (12.20%) Data Modelling
14 18 (10.98%) Predictive Modelling
15 17 (10.37%) Data Analysis
15 17 (10.37%) Data Cleansing
16 15 (9.15%) Multichannel Retail
16 15 (9.15%) Software Engineering
Programming Languages
1 98 (59.76%) SQL
2 97 (59.15%) Python
3 94 (57.32%) R
4 21 (12.80%) VBA
5 16 (9.76%) MATLAB
6 11 (6.71%) Java
7 7 (4.27%) HiveQL
8 6 (3.66%) C++
9 4 (2.44%) Bash Shell
9 4 (2.44%) JavaScript
9 4 (2.44%) Ruby
10 2 (1.22%) C
10 2 (1.22%) Perl
10 2 (1.22%) PHP
10 2 (1.22%) PowerShell
10 2 (1.22%) Scala
11 1 (0.61%) Fortran
Qualifications
1 29 (17.68%) Degree
2 7 (4.27%) PMI Certification
3 6 (3.66%) DBS Check
4 5 (3.05%) Numerate Degree
4 5 (3.05%) PhD
5 2 (1.22%) CEH
5 2 (1.22%) TOGAF Certification
6 1 (0.61%) MBA
6 1 (0.61%) Microsoft Certification
6 1 (0.61%) Security Cleared
Quality Assurance & Compliance
1 20 (12.20%) Data Quality
2 8 (4.88%) GDPR
3 1 (0.61%) QA
System Software
1 2 (1.22%) Active Directory
2 1 (0.61%) Docker
Systems Management
1 2 (1.22%) Ambari
1 2 (1.22%) Ansible
1 2 (1.22%) Kubernetes
1 2 (1.22%) Opscode Chef
1 2 (1.22%) Puppet
1 2 (1.22%) Salt
2 1 (0.61%) Kibana
Vendors
1 49 (29.88%) Tableau
2 32 (19.51%) Microsoft
3 19 (11.59%) Alteryx
4 18 (10.98%) Google
5 10 (6.10%) SendGrid
6 9 (5.49%) Cognos
7 7 (4.27%) Oracle
7 7 (4.27%) WorldPay
8 5 (3.05%) SAP
9 4 (2.44%) Adobe
9 4 (2.44%) Databricks
9 4 (2.44%) IBM
10 3 (1.83%) Informatica
10 3 (1.83%) Splunk
11 2 (1.22%) Axway
11 2 (1.22%) Cisco
11 2 (1.22%) Confirmit
11 2 (1.22%) MuleSoft
11 2 (1.22%) Red Hat
11 2 (1.22%) SnapLogic