Period
to 22 June 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Pandas skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Pandas over the 6 months to 22 June 2018 with a comparison to the same period in the previous 2 years.

Pandas
Central London > City of London
6 months to
22 Jun 2018
Same period 2017 Same period 2016
Rank 314 326 362
Rank change year-on-year +12 +36 +72
Permanent jobs citing Pandas 37 14 20
As % of all permanent IT jobs advertised in the City of London 0.33% 0.14% 0.15%
As % of the Libraries, Frameworks & Software Standards category 0.81% 0.36% 0.37%
Number of salaries quoted 33 13 18
City of London median annual salary £75,000 £72,500 £66,250
Median salary % change year-on-year +3.45% +9.43% +1.92%
10th Percentile £43,750 £53,750 £47,500
90th Percentile £134,750 £99,000 £83,625
Central London median annual salary £75,000 £70,000 £66,250
% change year-on-year +7.14% +5.66% +15.22%

Pandas is in the Software Libraries and Frameworks 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 technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,596 3,873 5,416
As % of all permanent IT jobs advertised in the City of London 41.39% 38.14% 40.20%
Number of salaries quoted 4,064 3,467 4,852
City of London median annual salary £65,000 £60,000 £57,500
Median salary % change year-on-year +8.33% +4.35% +4.55%
10th Percentile £41,250 £37,500 £37,500
90th Percentile £94,100 £90,000 £85,000
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% +4.55%

Pandas
Job Vacancy Trend in the City of London

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

Job vacancy trend for Pandas in the City of London

Pandas
Salary Trend in the City of London

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

Salary trend for Pandas in the City of London

Pandas
Salary Histogram in the City of London

The salary distribution of IT jobs citing Pandas in the City of London over the 6 months to 22 June 2018.

Salary histogram for Pandas in the City of London

Pandas
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the City of London region over the 6 months to 22 June 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
London Bridge - 4 £75,000 -
Pandas
Central London

For the 6 months to 22 June 2018, IT jobs citing Pandas 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 City of London region with a requirement for Pandas.

1 37 (100.00%) Python
2 27 (72.97%) NumPy
3 24 (64.86%) Data Science
4 19 (51.35%) Algorithms
5 17 (45.95%) SQL
6 15 (40.54%) Machine Learning
6 15 (40.54%) Degree
6 15 (40.54%) scikit-learn
7 14 (37.84%) Natural Language Processing
8 13 (35.14%) Agile Software Development
8 13 (35.14%) Greenfield Project
9 12 (32.43%) SciPy
10 11 (29.73%) Mentoring
11 9 (24.32%) Mathematics
11 9 (24.32%) Computer Science
11 9 (24.32%) Statistics
12 8 (21.62%) Finance
12 8 (21.62%) Apache Spark
13 7 (18.92%) PostgreSQL
13 7 (18.92%) Artificial Intelligence
13 7 (18.92%) Django
14 6 (16.22%) Data Structures
14 6 (16.22%) Data Engineering
14 6 (16.22%) Relational Database
14 6 (16.22%) GitHub
14 6 (16.22%) ggplot2
14 6 (16.22%) Microservices
14 6 (16.22%) TensorFlow
14 6 (16.22%) Numerate Degree
15 5 (13.51%) Master's Degree

Pandas
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 8 (21.62%) Apache Spark
2 5 (13.51%) Elasticsearch
2 5 (13.51%) Jupyter
3 3 (8.11%) Apache
4 1 (2.70%) Apache Pig
4 1 (2.70%) IPython
4 1 (2.70%) Luigi
4 1 (2.70%) SAS
4 1 (2.70%) SharePoint Server
Applications
1 1 (2.70%) Chatbot
1 1 (2.70%) Microsoft Excel
1 1 (2.70%) SPSS
Cloud Services
1 6 (16.22%) GitHub
2 2 (5.41%) Amazon AWS
3 1 (2.70%) Amazon EC2
3 1 (2.70%) Amazon EMR
3 1 (2.70%) AWS Data Pipeline
3 1 (2.70%) Google Cloud Platform
3 1 (2.70%) Microsoft Azure
Database & Business Intelligence
1 7 (18.92%) PostgreSQL
2 6 (16.22%) Relational Database
3 5 (13.51%) GIS
3 5 (13.51%) MongoDB
3 5 (13.51%) NoSQL
4 4 (10.81%) Amazon Redshift
4 4 (10.81%) BigQuery
5 3 (8.11%) Hadoop
5 3 (8.11%) SQL Server
6 2 (5.41%) Apache Hive
7 1 (2.70%) Amazon RDS
7 1 (2.70%) Big Data
7 1 (2.70%) CouchDB
7 1 (2.70%) Data Mining
7 1 (2.70%) Data Warehouse
7 1 (2.70%) MySQL
7 1 (2.70%) Redis
7 1 (2.70%) SQL Server Analysis Services
7 1 (2.70%) SQL Server Integration Services
7 1 (2.70%) SQL Server Reporting Services
Development Applications
1 5 (13.51%) Git (software)
2 4 (10.81%) Bitbucket
3 1 (2.70%) Moq
3 1 (2.70%) MSTest
3 1 (2.70%) NUnit
3 1 (2.70%) Rhino Mocks
3 1 (2.70%) SpecFlow
3 1 (2.70%) Subversion
General
1 8 (21.62%) Finance
2 2 (5.41%) Front Office
3 1 (2.70%) Retail
3 1 (2.70%) Telecoms
Job Titles
1 13 (35.14%) Data Scientist
2 11 (29.73%) Developer
3 8 (21.62%) Python Developer
4 4 (10.81%) Data Manager
4 4 (10.81%) Engineering Manager
5 3 (8.11%) Data Engineer
5 3 (8.11%) Senior Data Scientist
6 2 (5.41%) C# Developer
6 2 (5.41%) Head of Engineering
6 2 (5.41%) Junior
6 2 (5.41%) Junior Developer
6 2 (5.41%) Junior Python Developer
6 2 (5.41%) Python Engineer
6 2 (5.41%) Senior Developer
6 2 (5.41%) Software Engineer
7 1 (2.70%) C# Software Developer
7 1 (2.70%) Cloud Developer
7 1 (2.70%) JavaScript Developer
7 1 (2.70%) Python Software Engineer
7 1 (2.70%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 27 (72.97%) NumPy
2 15 (40.54%) scikit-learn
3 14 (37.84%) Natural Language Processing
4 12 (32.43%) SciPy
5 7 (18.92%) Django
6 6 (16.22%) ggplot2
6 6 (16.22%) TensorFlow
7 5 (13.51%) HTML
8 4 (10.81%) Flask
8 4 (10.81%) Keras
9 3 (8.11%) CSS
9 3 (8.11%) HTML5
9 3 (8.11%) Sass
10 2 (5.41%) .NET
10 2 (5.41%) JSON
10 2 (5.41%) REST
10 2 (5.41%) SQLAlchemy
10 2 (5.41%) Web Services
10 2 (5.41%) WPF
10 2 (5.41%) XML
Miscellaneous
1 19 (51.35%) Algorithms
2 13 (35.14%) Greenfield Project
3 9 (24.32%) Computer Science
4 6 (16.22%) Data Structures
5 5 (13.51%) Analytical Skills
6 4 (10.81%) Fintech
7 3 (8.11%) Derivative
8 1 (2.70%) Clustering
8 1 (2.70%) Equities
8 1 (2.70%) Foreign Exchange (FX)
8 1 (2.70%) Hedge funds
8 1 (2.70%) Linux Command Line
8 1 (2.70%) Management Information System
8 1 (2.70%) Mobile App
8 1 (2.70%) Spread Betting
8 1 (2.70%) User Experience
Operating Systems
1 3 (8.11%) Linux
Processes & Methodologies
1 24 (64.86%) Data Science
2 15 (40.54%) Machine Learning
3 13 (35.14%) Agile Software Development
4 11 (29.73%) Mentoring
5 9 (24.32%) Mathematics
5 9 (24.32%) Statistics
6 7 (18.92%) Artificial Intelligence
7 6 (16.22%) Data Engineering
7 6 (16.22%) Microservices
8 5 (13.51%) Data Analysis
8 5 (13.51%) OO
8 5 (13.51%) Open Source
8 5 (13.51%) Software Engineering
9 4 (10.81%) Analytics
9 4 (10.81%) Coaching
9 4 (10.81%) Creative Thinking
9 4 (10.81%) ETL
9 4 (10.81%) Neural Network
10 3 (8.11%) Investment Management
10 3 (8.11%) Unit Testing
Programming Languages
1 37 (100.00%) Python
2 17 (45.95%) SQL
3 5 (13.51%) R
4 4 (10.81%) C#
5 3 (8.11%) JavaScript
6 2 (5.41%) C++
6 2 (5.41%) Java
6 2 (5.41%) MATLAB
7 1 (2.70%) C
7 1 (2.70%) ES6
7 1 (2.70%) Fortran
7 1 (2.70%) Scala
7 1 (2.70%) T-SQL
7 1 (2.70%) VBA
Qualifications
1 15 (40.54%) Degree
2 6 (16.22%) Numerate Degree
3 5 (13.51%) Master's Degree
4 1 (2.70%) Computer Science Degree
4 1 (2.70%) PhD
Systems Management
1 2 (5.41%) Kubernetes
Vendors
1 3 (8.11%) Tableau
2 1 (2.70%) Bloomberg
2 1 (2.70%) Databricks
2 1 (2.70%) Google