Period
to 16 January 2019

The following table provides summary statistics for permanent job vacancies advertised in London 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 16 January 2019 with a comparison to the same period in the previous 2 years.

SPSS
England > London
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 675 632 615
Rank change year-on-year -43 -17 -18
Permanent jobs citing SPSS 99 190 216
As % of all permanent IT jobs advertised in London 0.16% 0.27% 0.31%
As % of the Applications category 1.86% 3.25% 3.59%
Number of salaries quoted 71 131 175
London median annual salary £50,000 £60,000 £50,000
Median salary % change year-on-year -16.67% +20.00% -
10th Percentile £36,250 £37,500 £32,500
90th Percentile £90,000 £101,250 £80,000
England median annual salary £47,500 £50,000 £47,500
% change year-on-year -5.00% +5.26% -5.00%

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 London with a requirement for software application skills.

All Software Application Skills
London
Permanent vacancies with a requirement for software application skills 5,323 5,841 6,012
As % of all permanent IT jobs advertised in London 8.48% 8.31% 8.52%
Number of salaries quoted 4,269 4,610 4,984
London median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -
10th Percentile £26,250 £26,000 £26,000
90th Percentile £75,000 £73,875 £75,000
England median annual salary £40,000 £37,500 £37,500
% change year-on-year +6.67% - -

SPSS
Job Vacancy Trend in London

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

Job vacancy trend for SPSS in London

SPSS
Salary Trend in London

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

Salary trend for SPSS in London

SPSS
Salary Histogram in London

The salary distribution of IT jobs citing SPSS in London over the 6 months to 16 January 2019.

Salary histogram for SPSS in London

SPSS
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SPSS within the London region over the 6 months to 16 January 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
West London +15 8 £54,000 +35.00% 4
Central London -9 4 £58,500 +1.74% 3
East London - 1 £52,500 -
South London - 1 £48,500 -
SPSS
England

For the 6 months to 16 January 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 London region with a requirement for SPSS.

1 79 (79.80%) SAS
2 76 (76.77%) SQL
3 73 (73.74%) Analytics
4 71 (71.72%) R
5 59 (59.60%) Python
6 51 (51.52%) Visualisation
7 50 (50.51%) Tableau
8 43 (43.43%) Analytical Skills
9 37 (37.37%) Degree
10 34 (34.34%) Finance
11 33 (33.33%) Business Intelligence
12 29 (29.29%) Data Analytics
12 29 (29.29%) Data Science
13 26 (26.26%) Power BI
13 26 (26.26%) Data Modelling
13 26 (26.26%) Marketing
14 25 (25.25%) Hadoop
14 25 (25.25%) Data Mining
15 24 (24.24%) Machine Learning
16 23 (23.23%) Big Data
17 21 (21.21%) Mathematics
18 20 (20.20%) Data Visualisation
19 19 (19.19%) Statistics
19 19 (19.19%) Computer Science
20 18 (18.18%) Data Analysis
20 18 (18.18%) Statistical Modelling
21 17 (17.17%) Agile Software Development
21 17 (17.17%) Apache Spark
22 16 (16.16%) Alteryx
22 16 (16.16%) Stata

SPSS
Co-occurring IT Skills in London 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 79 (79.80%) SAS
2 17 (17.17%) Apache Spark
3 5 (5.05%) Apache Pig
4 3 (3.03%) Apache Solr
4 3 (3.03%) Elasticsearch
5 2 (2.02%) Apache
5 2 (2.02%) Jupyter
6 1 (1.01%) ArcGIS
Applications
1 16 (16.16%) Stata
2 8 (8.08%) Microsoft Excel
3 4 (4.04%) Microsoft PowerPoint
4 2 (2.02%) Microsoft Office
5 1 (1.01%) CPLEX
5 1 (1.01%) Spreadsheet
Business Applications
1 3 (3.03%) FastStats
2 2 (2.02%) SAP ERP
2 2 (2.02%) SAP InfiniteInsight
Cloud Services
1 8 (8.08%) Microsoft Azure
2 6 (6.06%) Amazon AWS
3 5 (5.05%) Adobe Analytics
3 5 (5.05%) Google Analytics
4 4 (4.04%) SaaS
5 2 (2.02%) Apigee
5 2 (2.02%) Azure Active Directory
5 2 (2.02%) Azure Data Factory
5 2 (2.02%) Azure Machine Learning
5 2 (2.02%) Boomi
5 2 (2.02%) Cloud Computing
5 2 (2.02%) Cortana Intelligence Suite
5 2 (2.02%) Data Lake Analytics
5 2 (2.02%) GitHub
5 2 (2.02%) IaaS
5 2 (2.02%) iPaaS
5 2 (2.02%) Office 365
5 2 (2.02%) PaaS
Communications & Networking
1 2 (2.02%) Firewall
1 2 (2.02%) SMS
2 1 (1.01%) Internet
Database & Business Intelligence
1 26 (26.26%) Power BI
2 25 (25.25%) Data Mining
2 25 (25.25%) Hadoop
3 23 (23.23%) Big Data
4 14 (14.14%) QlikView
4 14 (14.14%) Spotfire
5 12 (12.12%) NoSQL
6 11 (11.11%) Apache Cassandra
6 11 (11.11%) WebFOCUS
7 9 (9.09%) Apache Hive
7 9 (9.09%) BusinessObjects
8 7 (7.07%) SQL Server Integration Services
8 7 (7.07%) SQL Server Reporting Services
9 5 (5.05%) HBase
9 5 (5.05%) Pentaho
9 5 (5.05%) SQL Server
9 5 (5.05%) SQL Server Analysis Services
10 4 (4.04%) Data Warehouse
10 4 (4.04%) MongoDB
10 4 (4.04%) OLAP
Development Applications
1 2 (2.02%) ER Studio
1 2 (2.02%) ERwin
1 2 (2.02%) Jenkins
1 2 (2.02%) Maven
1 2 (2.02%) Visual Studio Team System
2 1 (1.01%) Visual Studio
General
1 34 (34.34%) Finance
2 26 (26.26%) Marketing
3 10 (10.10%) Banking
3 10 (10.10%) Digital Economy
4 7 (7.07%) Games
4 7 (7.07%) Retail
5 6 (6.06%) Billing
6 3 (3.03%) Aerospace
6 3 (3.03%) Automotive
7 2 (2.02%) Retail Banking
7 2 (2.02%) Social Science
8 1 (1.01%) Advertising
8 1 (1.01%) Electronics
8 1 (1.01%) Legal
8 1 (1.01%) Manufacturing
8 1 (1.01%) Publishing
8 1 (1.01%) Telecoms
Job Titles
1 55 (55.56%) Analyst
2 32 (32.32%) Data Analyst
3 19 (19.19%) Senior Analyst
4 16 (16.16%) Data Scientist
5 13 (13.13%) Consultant
6 11 (11.11%) Business Analyst
6 11 (11.11%) Data Business Analyst
6 11 (11.11%) Insight Analyst
7 10 (10.10%) Revenue Assurance Analyst
7 10 (10.10%) Senior Business Analyst
8 7 (7.07%) Data Consultant
8 7 (7.07%) Data Manager
9 6 (6.06%) Business Consultant
9 6 (6.06%) Business Intelligence Consultant
10 5 (5.05%) Analytics Manager
10 5 (5.05%) Data Analytics Manager
10 5 (5.05%) Digital Analyst
10 5 (5.05%) Senior Insight Analyst
11 4 (4.04%) Digital Analytics Analyst
11 4 (4.04%) Head of Analytics
Libraries, Frameworks & Software Standards
1 6 (6.06%) Natural Language Processing
1 6 (6.06%) Web Services
2 5 (5.05%) D3.js
2 5 (5.05%) TensorFlow
3 4 (4.04%) Kafka
4 3 (3.03%) .NET
4 3 (3.03%) Anaconda
4 3 (3.03%) Seaborn
5 2 (2.02%) Akka
5 2 (2.02%) Apache NiFi
5 2 (2.02%) Apache Tez
5 2 (2.02%) OAuth
5 2 (2.02%) OpenID
5 2 (2.02%) SAML
6 1 (1.01%) .NET Framework
6 1 (1.01%) CSS
6 1 (1.01%) HTML
6 1 (1.01%) MDX
6 1 (1.01%) scikit-learn
6 1 (1.01%) XML
Miscellaneous
1 43 (43.43%) Analytical Skills
2 11 (11.11%) Data Structures
3 5 (5.05%) Credit Risk
3 5 (5.05%) Social Media
4 4 (4.04%) Algorithms
4 4 (4.04%) Fintech
4 4 (4.04%) Management Information System
5 3 (3.03%) Social Network
5 3 (3.03%) User Experience
5 3 (3.03%) Virtual Team
6 2 (2.02%) PMI
6 2 (2.02%) Public Cloud
7 1 (1.01%) Augmented Reality
7 1 (1.01%) Digital Media
7 1 (1.01%) Grid Computing
7 1 (1.01%) Linked Data
7 1 (1.01%) Semantic Web
Processes & Methodologies
1 73 (73.74%) Analytics
2 51 (51.52%) Visualisation
3 33 (33.33%) Business Intelligence
4 29 (29.29%) Data Analytics
4 29 (29.29%) Data Science
5 26 (26.26%) Data Modelling
6 24 (24.24%) Machine Learning
7 21 (21.21%) Mathematics
8 20 (20.20%) Data Visualisation
9 19 (19.19%) Computer Science
9 19 (19.19%) Statistics
10 18 (18.18%) Data Analysis
10 18 (18.18%) Statistical Modelling
11 17 (17.17%) Agile Software Development
12 13 (13.13%) Decision-Making
12 13 (13.13%) Problem-Solving
12 13 (13.13%) Root Cause Analysis
13 12 (12.12%) Business Development
14 11 (11.11%) ETL
14 11 (11.11%) Statistical Analysis
Programming Languages
1 76 (76.77%) SQL
2 71 (71.72%) R
3 59 (59.60%) Python
4 13 (13.13%) MATLAB
5 11 (11.11%) HiveQL
6 8 (8.08%) Bash Shell
6 8 (8.08%) PHP
7 7 (7.07%) Java
8 6 (6.06%) Bourne shell
8 6 (6.06%) C++
8 6 (6.06%) CQL
8 6 (6.06%) C-shell
8 6 (6.06%) Korn
8 6 (6.06%) Shell Script
8 6 (6.06%) VBA
9 4 (4.04%) JavaScript
9 4 (4.04%) Scala
10 3 (3.03%) Data Analysis Expressions (DAX)
10 3 (3.03%) Ruby
10 3 (3.03%) VB
Qualifications
1 37 (37.37%) Degree
2 8 (8.08%) Numerate Degree
3 5 (5.05%) PhD
4 4 (4.04%) DBS Check
4 4 (4.04%) Postgraduate
5 2 (2.02%) CEH
5 2 (2.02%) Master's Degree
5 2 (2.02%) PMI Certification
5 2 (2.02%) TOGAF Certification
6 1 (1.01%) DV Cleared
6 1 (1.01%) SC Cleared
6 1 (1.01%) Security Cleared
Quality Assurance & Compliance
1 11 (11.11%) QA
2 5 (5.05%) Data Quality
3 4 (4.04%) Actionable Recommendations
3 4 (4.04%) GDPR
System Software
1 2 (2.02%) Active Directory
1 2 (2.02%) Apache Flume
2 1 (1.01%) HDFS
Systems Management
1 2 (2.02%) Ambari
1 2 (2.02%) Ansible
1 2 (2.02%) Oozie
1 2 (2.02%) Opscode Chef
1 2 (2.02%) Puppet
1 2 (2.02%) Salt
Vendors
1 50 (50.51%) Tableau
2 16 (16.16%) Alteryx
3 10 (10.10%) WorldPay
4 6 (6.06%) MicroStrategy
4 6 (6.06%) SAP
5 5 (5.05%) Adobe
5 5 (5.05%) Google
6 4 (4.04%) Informatica
6 4 (4.04%) Microsoft
6 4 (4.04%) Oracle
7 3 (3.03%) Cloudera
7 3 (3.03%) Hortonworks
7 3 (3.03%) Mapinfo
7 3 (3.03%) MapR
8 2 (2.02%) Aspera
8 2 (2.02%) Jitterbit
8 2 (2.02%) MuleSoft
8 2 (2.02%) Signiant
8 2 (2.02%) SnapLogic
8 2 (2.02%) Talend