Period
to 19 November 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 19 November 2018 with a comparison to the same period in the previous 2 years.

SPSS
England > London
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 684 655 605
Rank change year-on-year -29 -50 -50
Permanent jobs citing SPSS 116 199 255
As % of all permanent IT jobs advertised in London 0.17% 0.27% 0.34%
As % of the Applications category 2.01% 3.10% 3.82%
Number of salaries quoted 86 143 207
London median annual salary £51,500 £60,000 £52,500
Median salary % change year-on-year -14.17% +14.29% +5.00%
10th Percentile £36,250 £38,350 £32,500
90th Percentile £90,625 £103,600 £88,500
England median annual salary £50,000 £45,000 £50,000
% change year-on-year +11.11% -10.00% -

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 5,764 6,414 6,676
As % of all permanent IT jobs advertised in London 8.61% 8.58% 8.84%
Number of salaries quoted 4,640 4,886 5,618
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 £25,500
90th Percentile £75,000 £75,000 £73,750
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 19 November 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 19 November 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
West London +16 11 £54,000 +33.33% 3
Central London -18 7 £48,500 -11.82% 1
East London - 1 £52,500 - 1
South London - 1 £48,500 -
SPSS
England

For the 6 months to 19 November 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 91 (78.45%) SQL
1 91 (78.45%) SAS
2 80 (68.97%) Analytics
3 77 (66.38%) R
4 65 (56.03%) Python
5 51 (43.97%) Visualisation
6 49 (42.24%) Degree
6 49 (42.24%) Business Intelligence
7 47 (40.52%) Tableau
8 46 (39.66%) Analytical Skills
9 40 (34.48%) Finance
10 38 (32.76%) Data Science
11 36 (31.03%) Marketing
12 35 (30.17%) Data Analytics
13 29 (25.00%) Big Data
14 28 (24.14%) Data Modelling
15 27 (23.28%) Hadoop
16 26 (22.41%) Machine Learning
16 26 (22.41%) Mathematics
17 25 (21.55%) Statistical Modelling
17 25 (21.55%) Data Visualisation
17 25 (21.55%) Data Mining
18 23 (19.83%) Computer Science
19 22 (18.97%) Statistics
19 22 (18.97%) Data Analysis
20 19 (16.38%) Power BI
21 17 (14.66%) Apache Spark
21 17 (14.66%) Stata
21 17 (14.66%) QA
22 16 (13.79%) Agile Software Development

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 91 (78.45%) SAS
2 17 (14.66%) Apache Spark
3 4 (3.45%) Apache Pig
4 3 (2.59%) Elasticsearch
5 1 (0.86%) Adobe Experience Manager
5 1 (0.86%) Apache
5 1 (0.86%) Apache Solr
5 1 (0.86%) ArcGIS
Applications
1 17 (14.66%) Stata
2 9 (7.76%) Microsoft Excel
3 5 (4.31%) Microsoft PowerPoint
4 1 (0.86%) CPLEX
4 1 (0.86%) Gephi
4 1 (0.86%) Microsoft Office
4 1 (0.86%) Microsoft Project
4 1 (0.86%) MS Visio
Business Applications
1 3 (2.59%) FastStats
2 1 (0.86%) Adobe Campaign
2 1 (0.86%) FastStats PeopleStage
2 1 (0.86%) SAP ERP
2 1 (0.86%) SAP InfiniteInsight
2 1 (0.86%) Unica
Cloud Services
1 10 (8.62%) Google Analytics
2 8 (6.90%) Microsoft Azure
3 7 (6.03%) Adobe Analytics
3 7 (6.03%) Amazon AWS
4 4 (3.45%) Cloud Computing
4 4 (3.45%) Cortana Intelligence Suite
5 3 (2.59%) SaaS
6 1 (0.86%) AdWords
6 1 (0.86%) Google Tag Manager
6 1 (0.86%) NUVI
6 1 (0.86%) Silverpop
Communications & Networking
1 3 (2.59%) SMS
2 1 (0.86%) Internet
Database & Business Intelligence
1 29 (25.00%) Big Data
2 27 (23.28%) Hadoop
3 25 (21.55%) Data Mining
4 19 (16.38%) Power BI
5 14 (12.07%) QlikView
6 13 (11.21%) SQL Server Reporting Services
7 12 (10.34%) NoSQL
8 11 (9.48%) BusinessObjects
9 10 (8.62%) Spotfire
10 9 (7.76%) Apache Cassandra
11 8 (6.90%) SQL Server Integration Services
12 6 (5.17%) Data Warehouse
12 6 (5.17%) SQL Server Analysis Services
13 5 (4.31%) Amazon Redshift
13 5 (4.31%) Apache Hive
13 5 (4.31%) HBase
13 5 (4.31%) WebFOCUS
14 4 (3.45%) GIS
14 4 (3.45%) Looker
14 4 (3.45%) OLAP
General
1 40 (34.48%) Finance
2 36 (31.03%) Marketing
3 14 (12.07%) Retail
4 13 (11.21%) Banking
5 9 (7.76%) Games
6 6 (5.17%) Billing
7 5 (4.31%) Retail Banking
8 4 (3.45%) Automotive
8 4 (3.45%) Digital Economy
9 3 (2.59%) Aerospace
9 3 (2.59%) Publishing
9 3 (2.59%) Social Science
10 1 (0.86%) Electronics
10 1 (0.86%) Legal
10 1 (0.86%) Manufacturing
10 1 (0.86%) Music Industry
10 1 (0.86%) Telecoms
Job Titles
1 58 (50.00%) Analyst
2 32 (27.59%) Data Analyst
3 23 (19.83%) Data Scientist
4 15 (12.93%) Consultant
5 10 (8.62%) Senior Analyst
6 8 (6.90%) Business Intelligence Analyst
6 8 (6.90%) Digital Analyst
6 8 (6.90%) Insight Analyst
7 7 (6.03%) Business Intelligence Consultant
7 7 (6.03%) Data Manager
8 6 (5.17%) Analytics Manager
8 6 (5.17%) Business Consultant
9 5 (4.31%) Business Analyst
9 5 (4.31%) Data Analytics Manager
9 5 (4.31%) Data Business Analyst
9 5 (4.31%) Digital Analytics Analyst
9 5 (4.31%) Google Analytics Analyst
9 5 (4.31%) Google Analytics Web Analyst
9 5 (4.31%) Web Analyst
9 5 (4.31%) Web Analytics Analyst
Libraries, Frameworks & Software Standards
1 7 (6.03%) Web Services
2 5 (4.31%) Natural Language Processing
2 5 (4.31%) TensorFlow
3 3 (2.59%) D3.js
3 3 (2.59%) Kafka
3 3 (2.59%) Seaborn
4 2 (1.72%) Akka
4 2 (1.72%) CSS
4 2 (1.72%) HTML
4 2 (1.72%) MDX
5 1 (0.86%) Anaconda
5 1 (0.86%) ggplot2
5 1 (0.86%) Keras
5 1 (0.86%) NumPy
5 1 (0.86%) Pandas
5 1 (0.86%) scikit-learn
5 1 (0.86%) Theano
Miscellaneous
1 46 (39.66%) Analytical Skills
2 23 (19.83%) Computer Science
3 8 (6.90%) Credit Risk
3 8 (6.90%) Social Media
4 7 (6.03%) Fintech
5 5 (4.31%) Algorithms
5 5 (4.31%) Data Structures
5 5 (4.31%) User Experience
6 3 (2.59%) Management Information System
6 3 (2.59%) Social Network
7 1 (0.86%) Augmented Reality
7 1 (0.86%) Grid Computing
7 1 (0.86%) Life Science
7 1 (0.86%) Linked Data
7 1 (0.86%) Self-Motivation
7 1 (0.86%) Semantic Web
7 1 (0.86%) Virtual Team
Processes & Methodologies
1 80 (68.97%) Analytics
2 51 (43.97%) Visualisation
3 49 (42.24%) Business Intelligence
4 38 (32.76%) Data Science
5 35 (30.17%) Data Analytics
6 28 (24.14%) Data Modelling
7 26 (22.41%) Machine Learning
7 26 (22.41%) Mathematics
8 25 (21.55%) Data Visualisation
8 25 (21.55%) Statistical Modelling
9 22 (18.97%) Data Analysis
9 22 (18.97%) Statistics
10 16 (13.79%) Agile Software Development
10 16 (13.79%) Statistical Analysis
11 14 (12.07%) Predictive Modelling
12 13 (11.21%) Actionable Insight
13 12 (10.34%) Business Development
14 10 (8.62%) Artificial Intelligence
15 9 (7.76%) ETL
15 9 (7.76%) Stakeholder Management
Programming Languages
1 91 (78.45%) SQL
2 77 (66.38%) R
3 65 (56.03%) Python
4 14 (12.07%) MATLAB
5 8 (6.90%) VBA
6 6 (5.17%) Bash Shell
6 6 (5.17%) Bourne shell
6 6 (5.17%) CQL
6 6 (5.17%) C-shell
6 6 (5.17%) Korn
6 6 (5.17%) PHP
6 6 (5.17%) Shell Script
7 5 (4.31%) C++
7 5 (4.31%) Data Analysis Expressions (DAX)
7 5 (4.31%) HiveQL
7 5 (4.31%) Java
7 5 (4.31%) VB
8 4 (3.45%) JavaScript
9 2 (1.72%) C
9 2 (1.72%) Scala
Qualifications
1 49 (42.24%) Degree
2 8 (6.90%) PhD
3 7 (6.03%) Numerate Degree
4 4 (3.45%) DBS Check
4 4 (3.45%) Master's Degree
4 4 (3.45%) Postgraduate
5 1 (0.86%) DV Cleared
5 1 (0.86%) PMI Certification
5 1 (0.86%) PMP
5 1 (0.86%) SC Cleared
5 1 (0.86%) Security Cleared
Quality Assurance & Compliance
1 17 (14.66%) QA
2 7 (6.03%) Actionable Recommendations
3 5 (4.31%) Data Quality
4 3 (2.59%) GDPR
System Software
1 2 (1.72%) Apache Flume
2 1 (0.86%) Docker
2 1 (0.86%) HDFS
Systems Management
1 2 (1.72%) Oozie
Vendors
1 47 (40.52%) Tableau
2 11 (9.48%) Google
3 10 (8.62%) MicroStrategy
4 8 (6.90%) Adobe
4 8 (6.90%) Alteryx
5 5 (4.31%) SAP
6 4 (3.45%) Cognos
6 4 (3.45%) WorldPay
7 3 (2.59%) Cloudera
7 3 (2.59%) Hortonworks
7 3 (2.59%) Mapinfo
7 3 (2.59%) MapR
7 3 (2.59%) Oracle
8 2 (1.72%) GigaSpaces
8 2 (1.72%) IBM
8 2 (1.72%) Microsoft
8 2 (1.72%) RapidMiner
8 2 (1.72%) Splunk
8 2 (1.72%) Talend
8 2 (1.72%) Vertica