Period
to 23 September 2018

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 23 September 2018 with a comparison to the same period in the previous 2 years.

SPSS
England > London
6 months to
23 Sep 2018
Same period 2017 Same period 2016
Rank 685 635 613
Rank change year-on-year -50 -22 -126
Permanent jobs citing SPSS 124 222 280
As % of all permanent IT jobs advertised in London 0.18% 0.30% 0.35%
As % of the Applications category 2.18% 3.52% 3.94%
Number of salaries quoted 99 152 232
London median annual salary £50,000 £58,750 £50,000
Median salary % change year-on-year -14.89% +17.50% -
10th Percentile £36,250 £36,775 £31,250
90th Percentile £82,500 £96,125 £90,000
England median annual salary £45,000 £50,000 £50,000
% change year-on-year -10.00% - +5.26%

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 5,692 6,303 7,108
As % of all permanent IT jobs advertised in London 8.37% 8.46% 9.01%
Number of salaries quoted 4,556 4,744 6,020
London median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £26,000 £26,250 £25,225
90th Percentile £75,000 £75,000 £75,000
England median annual salary £39,000 £37,500 £37,500
% change year-on-year +4.00% - -

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 23 September 2018.

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 23 September 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London -42 12 £58,500 +11.43% 1
West London +19 11 £43,750 +8.02% 3
South London +5 1 £48,500 -7.62%
East London -4 1 £52,500 -16.00% 1
SPSS
England

For the 6 months to 23 September 2018, 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 96 (77.42%) SQL
2 95 (76.61%) SAS
3 91 (73.39%) Analytics
4 71 (57.26%) R
5 64 (51.61%) Python
6 59 (47.58%) Analytical Skills
7 53 (42.74%) Business Intelligence
7 53 (42.74%) Finance
8 51 (41.13%) Degree
9 41 (33.06%) Visualisation
10 40 (32.26%) Tableau
10 40 (32.26%) Data Science
11 34 (27.42%) Data Analytics
12 32 (25.81%) Marketing
13 31 (25.00%) Data Modelling
14 28 (22.58%) Mathematics
14 28 (22.58%) Statistics
14 28 (22.58%) Big Data
15 27 (21.77%) Data Visualisation
15 27 (21.77%) Computer Science
16 26 (20.97%) Hadoop
16 26 (20.97%) Data Analysis
17 23 (18.55%) Data Mining
18 22 (17.74%) Machine Learning
19 20 (16.13%) Predictive Modelling
19 20 (16.13%) Statistical Analysis
19 20 (16.13%) Microsoft Excel
20 19 (15.32%) Agile Software Development
20 19 (15.32%) Statistical Modelling
21 18 (14.52%) QlikView

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 95 (76.61%) SAS
2 15 (12.10%) Apache Spark
3 5 (4.03%) Apache
4 2 (1.61%) Apache Pig
5 1 (0.81%) Adobe Experience Manager
5 1 (0.81%) Apache Solr
5 1 (0.81%) ArcGIS
5 1 (0.81%) Elasticsearch
Applications
1 20 (16.13%) Microsoft Excel
2 9 (7.26%) Microsoft PowerPoint
2 9 (7.26%) Microsoft Project
2 9 (7.26%) Stata
3 4 (3.23%) Gephi
3 4 (3.23%) MS Visio
4 3 (2.42%) Microsoft Office
5 2 (1.61%) CPLEX
5 2 (1.61%) Mathematica
6 1 (0.81%) EViews
6 1 (0.81%) SPSS Modeler
Business Applications
1 4 (3.23%) SAP ERP
1 4 (3.23%) SAP InfiniteInsight
2 3 (2.42%) FastStats
3 1 (0.81%) Adobe Campaign
3 1 (0.81%) FastStats PeopleStage
3 1 (0.81%) Unica
Cloud Services
1 8 (6.45%) Google Analytics
2 7 (5.65%) Microsoft Azure
3 6 (4.84%) Cloud Computing
4 5 (4.03%) Adobe Analytics
5 3 (2.42%) Amazon AWS
5 3 (2.42%) Cortana Intelligence Suite
5 3 (2.42%) SaaS
6 1 (0.81%) AdWords
6 1 (0.81%) Google Tag Manager
6 1 (0.81%) NUVI
6 1 (0.81%) Silverpop
Communications & Networking
1 4 (3.23%) SMS
2 1 (0.81%) Internet
Database & Business Intelligence
1 28 (22.58%) Big Data
2 26 (20.97%) Hadoop
3 23 (18.55%) Data Mining
4 18 (14.52%) QlikView
5 13 (10.48%) SQL Server Integration Services
5 13 (10.48%) SQL Server Reporting Services
6 11 (8.87%) NoSQL
7 10 (8.06%) Apache Hive
8 8 (6.45%) BusinessObjects
8 8 (6.45%) Spotfire
9 7 (5.65%) Data Warehouse
10 6 (4.84%) Power BI
10 6 (4.84%) SQL Server Analysis Services
11 4 (3.23%) Amazon Redshift
12 3 (2.42%) HBase
12 3 (2.42%) Looker
12 3 (2.42%) OLAP
12 3 (2.42%) Qlik Sense
12 3 (2.42%) RDBMS
12 3 (2.42%) SQL Server
General
1 53 (42.74%) Finance
2 32 (25.81%) Marketing
3 17 (13.71%) Retail
4 12 (9.68%) Banking
5 5 (4.03%) Retail Banking
6 3 (2.42%) Automotive
6 3 (2.42%) Legal
7 2 (1.61%) Games
7 2 (1.61%) German Language
7 2 (1.61%) Publishing
8 1 (0.81%) Advertising
8 1 (0.81%) Billing
8 1 (0.81%) Electronics
8 1 (0.81%) French Language
8 1 (0.81%) Manufacturing
8 1 (0.81%) Music Industry
8 1 (0.81%) Spanish Language
8 1 (0.81%) Telecoms
Job Titles
1 53 (42.74%) Analyst
2 27 (21.77%) Data Scientist
3 26 (20.97%) Data Analyst
4 22 (17.74%) Consultant
5 10 (8.06%) Analytics Manager
6 9 (7.26%) Senior Analyst
7 7 (5.65%) Analytics Consultant
7 7 (5.65%) Business Intelligence Analyst
7 7 (5.65%) Data Analytics Manager
7 7 (5.65%) Insight Analyst
8 6 (4.84%) Business Consultant
8 6 (4.84%) Business Intelligence Consultant
8 6 (4.84%) Data Consultant
8 6 (4.84%) Digital Analyst
8 6 (4.84%) Tableau Consultant
9 5 (4.03%) Customer Analyst
9 5 (4.03%) Information Analyst
9 5 (4.03%) SAS Analyst
9 5 (4.03%) Senior Information Analyst
10 4 (3.23%) Data Modeller
Libraries, Frameworks & Software Standards
1 4 (3.23%) Natural Language Processing
1 4 (3.23%) TensorFlow
2 3 (2.42%) Web Services
3 2 (1.61%) CSS
3 2 (1.61%) D3.js
3 2 (1.61%) HTML
3 2 (1.61%) Kafka
3 2 (1.61%) MDX
3 2 (1.61%) NumPy
3 2 (1.61%) Pandas
4 1 (0.81%) Anaconda
4 1 (0.81%) Keras
4 1 (0.81%) scikit-learn
4 1 (0.81%) Seaborn
4 1 (0.81%) Theano
Miscellaneous
1 59 (47.58%) Analytical Skills
2 27 (21.77%) Computer Science
3 9 (7.26%) Algorithms
4 6 (4.84%) Credit Risk
4 6 (4.84%) Fintech
4 6 (4.84%) Social Media
5 5 (4.03%) NHS
6 4 (3.23%) Self-Motivation
6 4 (3.23%) User Experience
7 3 (2.42%) Management Information System
8 2 (1.61%) Life Science
8 2 (1.61%) Virtual Team
9 1 (0.81%) Augmented Reality
9 1 (0.81%) Data Structures
9 1 (0.81%) FMCG
9 1 (0.81%) Grid Computing
9 1 (0.81%) Linked Data
9 1 (0.81%) Semantic Web
Operating Systems
1 3 (2.42%) Linux
Processes & Methodologies
1 91 (73.39%) Analytics
2 53 (42.74%) Business Intelligence
3 41 (33.06%) Visualisation
4 40 (32.26%) Data Science
5 34 (27.42%) Data Analytics
6 31 (25.00%) Data Modelling
7 28 (22.58%) Mathematics
7 28 (22.58%) Statistics
8 27 (21.77%) Data Visualisation
9 26 (20.97%) Data Analysis
10 22 (17.74%) Machine Learning
11 20 (16.13%) Predictive Modelling
11 20 (16.13%) Statistical Analysis
12 19 (15.32%) Agile Software Development
12 19 (15.32%) Statistical Modelling
13 14 (11.29%) Actionable Insight
13 14 (11.29%) Stakeholder Management
14 12 (9.68%) Artificial Intelligence
15 11 (8.87%) Data Management
15 11 (8.87%) Economics
Programming Languages
1 96 (77.42%) SQL
2 71 (57.26%) R
3 64 (51.61%) Python
4 11 (8.87%) VBA
5 10 (8.06%) Java
5 10 (8.06%) MATLAB
6 9 (7.26%) C++
7 5 (4.03%) C
7 5 (4.03%) Data Analysis Expressions (DAX)
7 5 (4.03%) PHP
7 5 (4.03%) VB
8 4 (3.23%) Perl
9 3 (2.42%) Fortran
9 3 (2.42%) JavaScript
9 3 (2.42%) Scala
10 2 (1.61%) C#
11 1 (0.81%) Korn
11 1 (0.81%) Ruby
11 1 (0.81%) Shell Script
11 1 (0.81%) T-SQL
Qualifications
1 51 (41.13%) Degree
2 11 (8.87%) PhD
3 7 (5.65%) Master's Degree
4 6 (4.84%) Numerate Degree
5 4 (3.23%) PMI Certification
5 4 (3.23%) PMP
6 3 (2.42%) Computer Science Degree
7 1 (0.81%) DV Cleared
7 1 (0.81%) SC Cleared
7 1 (0.81%) Security Cleared
Quality Assurance & Compliance
1 11 (8.87%) QA
2 6 (4.84%) Actionable Recommendations
3 4 (3.23%) Data Quality
4 3 (2.42%) Disclosure Scotland
5 1 (0.81%) GDPR
System Software
1 2 (1.61%) Docker
1 2 (1.61%) HDFS
Vendors
1 40 (32.26%) Tableau
2 14 (11.29%) Alteryx
3 13 (10.48%) Microsoft
4 9 (7.26%) Google
5 8 (6.45%) MicroStrategy
6 7 (5.65%) SAP
6 7 (5.65%) Teradata
7 6 (4.84%) Adobe
7 6 (4.84%) Oracle
8 5 (4.03%) Cognos
9 3 (2.42%) IBM
9 3 (2.42%) Netezza
10 2 (1.61%) Minitab
10 2 (1.61%) RapidMiner
10 2 (1.61%) Snowplow
11 1 (0.81%) Alterian
11 1 (0.81%) Cadence
11 1 (0.81%) Crimson Hexagon
11 1 (0.81%) Hitwise
11 1 (0.81%) Salesforce Marketing Cloud