Period
to 16 January 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 2018 with a comparison to the same period in the previous 2 years.

SPSS
Central London > City of London
6 months to
16 Jan 2018
Same period 2017 Same period 2016
Rank 305 315 339
Rank change year-on-year +10 +24 +34
Permanent jobs citing SPSS 25 24 49
As % of all permanent IT jobs advertised in the City of London 0.24% 0.23% 0.34%
As % of the Applications category 2.66% 2.37% 3.50%
Number of salaries quoted 24 22 39
City of London median annual salary £77,500 £45,618 £47,500
Median salary % change year-on-year +69.89% -3.96% -20.00%
10th Percentile £41,200 £37,638 £31,900
90th Percentile £115,000 £76,750 £75,250
Central London median annual salary £57,500 £47,500 £50,000
% change year-on-year +21.05% -5.00% -14.89%

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 the City of London with a requirement for software application skills.

All Software Application Skills
City of London
Permanent vacancies with a requirement for software application skills 940 1,012 1,400
As % of all permanent IT jobs advertised in the City of London 9.08% 9.50% 9.81%
Number of salaries quoted 860 932 1,178
City of London median annual salary £48,500 £45,000 £45,000
Median salary % change year-on-year +7.78% - -
10th Percentile £27,500 £26,250 £25,838
90th Percentile £80,000 £77,500 £71,250
Central London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +4.65%

SPSS
Job Vacancy Trend in the City of London

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

Job vacancy trend for SPSS in the City of London

SPSS
Salary Trend in the City of London

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

Salary trend for SPSS in the City of London

SPSS
Salary Histogram in the City of London

The salary distribution of IT jobs citing SPSS in the City of London over the 6 months to 16 January 2018.

Salary histogram for SPSS in the City of London

For the 6 months to 16 January 2018, IT jobs citing SPSS also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the City of London region with a requirement for SPSS.

1 16 (64.00%) R
2 15 (60.00%) Analytics
2 15 (60.00%) SQL
2 15 (60.00%) SAS
3 13 (52.00%) Data Mining
3 13 (52.00%) Statistics
4 12 (48.00%) Python
4 12 (48.00%) Hadoop
5 11 (44.00%) Java
5 11 (44.00%) Finance
6 10 (40.00%) MATLAB
6 10 (40.00%) Apache Hive
6 10 (40.00%) Machine Learning
7 9 (36.00%) Big Data
7 9 (36.00%) Degree
7 9 (36.00%) Business Intelligence
8 8 (32.00%) Data Modelling
8 8 (32.00%) Retail
8 8 (32.00%) Agile Software Development
8 8 (32.00%) Mathematics
8 8 (32.00%) Scala
9 7 (28.00%) Data Analytics
9 7 (28.00%) Apache Pig
9 7 (28.00%) Data Analysis
9 7 (28.00%) Algorithms
10 6 (24.00%) Statistical Analysis
10 6 (24.00%) C
10 6 (24.00%) C++
10 6 (24.00%) MongoDB
11 5 (20.00%) Computer Science

SPSS
Co-occurring IT Skills in the City of 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 15 (60.00%) SAS
2 7 (28.00%) Apache Pig
3 5 (20.00%) Apache Spark
4 2 (8.00%) Apache
Applications
1 2 (8.00%) Microsoft Excel
1 2 (8.00%) Microsoft Office
1 2 (8.00%) Stata
2 1 (4.00%) Microsoft PowerPoint
Cloud Services
1 2 (8.00%) Amazon AWS
1 2 (8.00%) Amazon EC2
1 2 (8.00%) Amazon EMR
1 2 (8.00%) Cloud Computing
2 1 (4.00%) Microsoft Azure
Database & Business Intelligence
1 13 (52.00%) Data Mining
2 12 (48.00%) Hadoop
3 10 (40.00%) Apache Hive
4 9 (36.00%) Big Data
5 6 (24.00%) MongoDB
6 5 (20.00%) Relational Database
7 3 (12.00%) Apache Cassandra
7 3 (12.00%) BusinessObjects
7 3 (12.00%) NoSQL
7 3 (12.00%) PostgreSQL
8 2 (8.00%) Data Warehouse
8 2 (8.00%) HBase
8 2 (8.00%) QlikView
8 2 (8.00%) SAS EBI
8 2 (8.00%) Sqoop
8 2 (8.00%) Triplestore
9 1 (4.00%) Neo4j
9 1 (4.00%) Power BI
9 1 (4.00%) Spotfire
9 1 (4.00%) SQL Server
General
1 11 (44.00%) Finance
2 8 (32.00%) Retail
3 2 (8.00%) Banking
4 1 (4.00%) Games
Job Titles
1 8 (32.00%) Data Scientist
2 6 (24.00%) Analyst
2 6 (24.00%) Data Analyst
3 3 (12.00%) Consultant
3 3 (12.00%) Data Consultant
3 3 (12.00%) Developer
4 2 (8.00%) Agile Developer
4 2 (8.00%) Analyst Developer
4 2 (8.00%) Architect
4 2 (8.00%) Big Data Architect
4 2 (8.00%) Big Data Solutions Architect
4 2 (8.00%) Data Architect
4 2 (8.00%) Developer Analyst
4 2 (8.00%) Lead Architect
4 2 (8.00%) Lead Data Architect
4 2 (8.00%) Lead Solutions Architect
4 2 (8.00%) Research Analyst
4 2 (8.00%) Solutions Architect
5 1 (4.00%) Junior
5 1 (4.00%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 5 (20.00%) GraphX
1 5 (20.00%) MLlib
1 5 (20.00%) NumPy
1 5 (20.00%) Pandas
1 5 (20.00%) scikit-learn
2 3 (12.00%) XML
3 2 (8.00%) Web Services
4 1 (4.00%) D3.js
4 1 (4.00%) ggplot
4 1 (4.00%) RESTful
Miscellaneous
1 7 (28.00%) Algorithms
2 5 (20.00%) Computer Science
3 4 (16.00%) Analytical Skills
4 3 (12.00%) NHS
5 1 (4.00%) Fintech
Operating Systems
1 2 (8.00%) Linux
Processes & Methodologies
1 15 (60.00%) Analytics
2 13 (52.00%) Statistics
3 10 (40.00%) Machine Learning
4 9 (36.00%) Business Intelligence
5 8 (32.00%) Agile Software Development
5 8 (32.00%) Data Modelling
5 8 (32.00%) Mathematics
6 7 (28.00%) Data Analysis
6 7 (28.00%) Data Analytics
7 6 (24.00%) Statistical Analysis
8 5 (20.00%) Acceptance Criteria
8 5 (20.00%) ETL
8 5 (20.00%) Kalman Filter
8 5 (20.00%) Visualisation
9 4 (16.00%) E-Commerce
9 4 (16.00%) Line Management
9 4 (16.00%) Quantitative Analysis
10 3 (12.00%) Economics
10 3 (12.00%) Information Management
10 3 (12.00%) Statistical Modelling
Programming Languages
1 16 (64.00%) R
2 15 (60.00%) SQL
3 12 (48.00%) Python
4 11 (44.00%) Java
5 10 (40.00%) MATLAB
6 8 (32.00%) Scala
7 6 (24.00%) C
7 6 (24.00%) C++
8 5 (20.00%) Fortran
9 3 (12.00%) Cypher
9 3 (12.00%) JavaScript
10 2 (8.00%) Perl
10 2 (8.00%) PHP
11 1 (4.00%) T-SQL
11 1 (4.00%) VBA
Qualifications
1 9 (36.00%) Degree
2 2 (8.00%) Master's Degree
3 1 (4.00%) Computer Science Degree
3 1 (4.00%) DV Cleared
3 1 (4.00%) PhD
3 1 (4.00%) SC Cleared
3 1 (4.00%) Security Cleared
Quality Assurance & Compliance
1 3 (12.00%) Data Quality
System Software
1 2 (8.00%) Apache Flume
Systems Management
1 2 (8.00%) Opscode Chef
Vendors
1 4 (16.00%) Tableau
2 3 (12.00%) Microsoft
3 1 (4.00%) Alteryx
3 1 (4.00%) EXASOL
3 1 (4.00%) MicroStrategy