Period
to 28 February 2020

The following table provides summary statistics for permanent job vacancies advertised in 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 28 February 2020 with a comparison to the same period in the previous 2 years.

Pandas
England > London
6 months to
28 Feb 2020
Same period 2019 Same period 2018
Rank 444 561 613
Rank change year-on-year +117 +52 +79
Permanent jobs citing Pandas 276 229 218
As % of all permanent IT jobs advertised in London 0.55% 0.37% 0.31%
As % of the Libraries, Frameworks & Software Standards category 1.35% 0.90% 0.78%
Number of salaries quoted 207 206 194
London median annual salary £70,000 £75,000 £65,000
Median salary % change year-on-year -6.67% +15.38% -22.39%
10th Percentile £51,250 £45,000 £45,000
90th Percentile £123,500 £115,000 £110,000
England median annual salary £70,000 £66,250 £63,750
% change year-on-year +5.66% +3.92% -20.31%

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 London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 20,445 25,504 27,936
As % of all permanent IT jobs advertised in London 40.45% 40.69% 39.95%
Number of salaries quoted 16,834 21,113 23,578
London median annual salary £70,000 £65,000 £60,000
Median salary % change year-on-year +7.69% +8.33% -
10th Percentile £42,129 £38,750 £37,500
90th Percentile £105,000 £95,000 £90,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Pandas
Job Vacancy Trend in London

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

Job vacancy trend for Pandas in London

Pandas
Salary Trend in London

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

Salary trend for Pandas in London

Pandas
Salary Histogram in London

The salary distribution of IT jobs citing Pandas in London over the 6 months to 28 February 2020.

Salary histogram for Pandas in London

Pandas
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the London region over the 6 months to 28 February 2020. 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 +34 58 £65,000 -3.70% 16
East London +2 2 £66,250 -30.26% 3
West London +10 1 - - 1
South London - 1 £55,000 -
Pandas
England

For the 6 months to 28 February 2020, 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 London region with a requirement for Pandas.

1 276 (100.00%) Python
2 187 (67.75%) NumPy
3 130 (47.10%) Data Science
4 117 (42.39%) Machine Learning
5 112 (40.58%) AWS
6 105 (38.04%) Finance
7 96 (34.78%) SciPy
8 94 (34.06%) scikit-learn
9 88 (31.88%) SQL
10 81 (29.35%) Agile Software Development
11 75 (27.17%) Analytics
12 68 (24.64%) Java
13 67 (24.28%) Front Office
14 59 (21.38%) R
15 57 (20.65%) Degree
16 55 (19.93%) Software Engineering
17 53 (19.20%) TensorFlow
18 52 (18.84%) Docker
19 51 (18.48%) PostgreSQL
20 50 (18.12%) Web Services
20 50 (18.12%) Big Data
21 49 (17.75%) Asset Management
21 49 (17.75%) Kubernetes
21 49 (17.75%) GCP
22 47 (17.03%) Apache Spark
23 46 (16.67%) Algorithms
24 42 (15.22%) Analytical Skills
24 42 (15.22%) Artificial Intelligence
24 42 (15.22%) Amazon S3
25 41 (14.86%) Data Structures

Pandas
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 47 (17.03%) Apache Spark
2 34 (12.32%) Jupyter
3 23 (8.33%) Elasticsearch
4 15 (5.43%) Apache Airflow
5 11 (3.99%) Tornado
6 9 (3.26%) Apache
6 9 (3.26%) Luigi
7 6 (2.17%) IPython
8 2 (0.72%) SAS
9 1 (0.36%) Confluence
9 1 (0.36%) nginx
9 1 (0.36%) OpenStack
Applications
1 5 (1.81%) Microsoft Excel
2 2 (0.72%) Chatbot
3 1 (0.36%) GNU Octave
3 1 (0.36%) Microsoft PowerPoint
Business Applications
1 1 (0.36%) FINCAD Analytics
1 1 (0.36%) Tesseract
Cloud Services
1 112 (40.58%) AWS
2 49 (17.75%) GCP
3 42 (15.22%) Amazon S3
4 34 (12.32%) Azure
4 34 (12.32%) Serverless
5 28 (10.14%) AWS Lambda
6 25 (9.06%) Amazon SQS
7 13 (4.71%) GitHub
8 9 (3.26%) Amazon EC2
8 9 (3.26%) AWS Elastic Beanstalk
8 9 (3.26%) Virtual Private Cloud
9 7 (2.54%) Amazon Kinesis
9 7 (2.54%) Cloud Computing
10 6 (2.17%) Amazon ECS
10 6 (2.17%) Amazon SageMaker
11 5 (1.81%) Amazon EMR
12 4 (1.45%) Amazon EKS
12 4 (1.45%) AWS Data Pipeline
12 4 (1.45%) Power Platform
12 4 (1.45%) SaaS
Communications & Networking
1 12 (4.35%) HTTP
2 2 (0.72%) Internet
3 1 (0.36%) Cisco IOS
Database & Business Intelligence
1 51 (18.48%) PostgreSQL
2 50 (18.12%) Big Data
3 34 (12.32%) Amazon RDS
4 33 (11.96%) Relational Database
5 28 (10.14%) SQL Server
6 26 (9.42%) Hadoop
7 23 (8.33%) Amazon Redshift
8 22 (7.97%) MongoDB
9 21 (7.61%) NoSQL
10 20 (7.25%) BigQuery
11 14 (5.07%) KDB
12 11 (3.99%) Apache Hive
13 10 (3.62%) Data Warehouse
14 9 (3.26%) Amazon DynamoDB
14 9 (3.26%) Kdb+
15 6 (2.17%) RDBMS
16 5 (1.81%) Amazon Athena
16 5 (1.81%) Apache Cassandra
16 5 (1.81%) Hazelcast
16 5 (1.81%) Redis
Development Applications
1 25 (9.06%) Git (software)
2 11 (3.99%) Subversion
3 9 (3.26%) CircleCI
3 9 (3.26%) JIRA
4 6 (2.17%) PyCharm
5 5 (1.81%) Jenkins
5 5 (1.81%) RStudio
6 4 (1.45%) Visual Studio
7 3 (1.09%) Bitbucket
7 3 (1.09%) Eclipse
7 3 (1.09%) Mercurial
7 3 (1.09%) Visual Studio Code
8 2 (0.72%) Visual Studio Team System
9 1 (0.36%) Gradle
9 1 (0.36%) Maven
9 1 (0.36%) Mocha
9 1 (0.36%) Pylint
9 1 (0.36%) Redmine
9 1 (0.36%) Sourcetree
General
1 105 (38.04%) Finance
2 67 (24.28%) Front Office
3 27 (9.78%) Marketing
4 17 (6.16%) Billing
5 14 (5.07%) Banking
6 6 (2.17%) Investment Banking
7 4 (1.45%) Legal
8 3 (1.09%) Publishing
9 2 (0.72%) Advertising
9 2 (0.72%) Financial Institution
9 2 (0.72%) Telecoms
10 1 (0.36%) Automotive
10 1 (0.36%) Games
Job Titles
1 114 (41.30%) Developer
2 98 (35.51%) Python Developer
3 61 (22.10%) Data Scientist
4 39 (14.13%) Senior Data Scientist
5 31 (11.23%) Data Engineer
6 27 (9.78%) Python Engineer
7 20 (7.25%) Senior Developer
8 18 (6.52%) Architect
8 18 (6.52%) Front Office Developer
9 16 (5.80%) Senior Python Developer
10 15 (5.43%) Software Engineer
11 13 (4.71%) Analyst
11 13 (4.71%) Django Developer
11 13 (4.71%) Python/Django Developer
12 11 (3.99%) Quantitative Developer
13 10 (3.62%) Analytics Developer
13 10 (3.62%) Data Analyst
13 10 (3.62%) Junior
13 10 (3.62%) Python Software Engineer
14 9 (3.26%) Full Stack Developer
Libraries, Frameworks & Software Standards
1 187 (67.75%) NumPy
2 96 (34.78%) SciPy
3 94 (34.06%) scikit-learn
4 53 (19.20%) TensorFlow
5 50 (18.12%) Web Services
6 38 (13.77%) Keras
7 37 (13.41%) Flask
8 32 (11.59%) Natural Language Processing
9 27 (9.78%) Django
10 25 (9.06%) React
11 19 (6.88%) PyTorch
12 14 (5.07%) Kafka
12 14 (5.07%) REST
13 12 (4.35%) AngularJS
14 10 (3.62%) Dask
15 9 (3.26%) Matplotlib
15 9 (3.26%) PyMC3
15 9 (3.26%) RESTful
16 7 (2.54%) CSS
16 7 (2.54%) Pyramid
Miscellaneous
1 46 (16.67%) Algorithms
2 42 (15.22%) Analytical Skills
3 41 (14.86%) Data Structures
4 38 (13.77%) Derivative
5 34 (12.32%) Fixed Income
6 32 (11.59%) Equities
7 27 (9.78%) Hedge funds
8 22 (7.97%) Foreign Exchange (FX)
9 12 (4.35%) Greenfield Project
10 7 (2.54%) Linux Command Line
10 7 (2.54%) Social Media
11 6 (2.17%) Private Cloud
12 5 (1.81%) Credit Risk
12 5 (1.81%) N-Tier
12 5 (1.81%) Self-Motivation
13 3 (1.09%) Interest Rate Derivative
13 3 (1.09%) Mobile App
14 2 (0.72%) Enterprise Software
14 2 (0.72%) Internet of Things
14 2 (0.72%) User Experience
Operating Systems
1 35 (12.68%) Linux
2 8 (2.90%) Unix
3 7 (2.54%) VMS
4 2 (0.72%) Windows
5 1 (0.36%) Windows 7
5 1 (0.36%) Windows Server
5 1 (0.36%) Windows Server 2012
Processes & Methodologies
1 130 (47.10%) Data Science
2 117 (42.39%) Machine Learning
3 81 (29.35%) Agile Software Development
4 75 (27.17%) Analytics
5 55 (19.93%) Software Engineering
6 49 (17.75%) Asset Management
7 42 (15.22%) Artificial Intelligence
8 40 (14.49%) Mathematics
9 38 (13.77%) Deep Learning
9 38 (13.77%) OO
10 36 (13.04%) Computer Science
11 35 (12.68%) Visualisation
12 33 (11.96%) Test Automation
13 31 (11.23%) ETL
14 30 (10.87%) Statistics
14 30 (10.87%) TDD
15 28 (10.14%) Mentoring
16 27 (9.78%) Quantitative Analysis
17 24 (8.70%) Data Analysis
17 24 (8.70%) Fintech
Programming Languages
1 276 (100.00%) Python
2 88 (31.88%) SQL
3 68 (24.64%) Java
4 59 (21.38%) R
5 32 (11.59%) JavaScript
6 22 (7.97%) Scala
7 18 (6.52%) Go
8 17 (6.16%) C++
9 14 (5.07%) Bash Shell
10 13 (4.71%) C
11 11 (3.99%) C#
11 11 (3.99%) Julia
12 9 (3.26%) Rust
13 8 (2.90%) MATLAB
14 7 (2.54%) TypeScript
15 5 (1.81%) Shell Script
16 4 (1.45%) PowerShell
17 3 (1.09%) Clojure
17 3 (1.09%) VBA
18 2 (0.72%) Ruby
Qualifications
1 57 (20.65%) Degree
2 30 (10.87%) PhD
3 11 (3.99%) Master's Degree
4 6 (2.17%) Numerate Degree
5 5 (1.81%) Computer Science Degree
6 1 (0.36%) Postgraduate
6 1 (0.36%) SC Cleared
6 1 (0.36%) Security Cleared
Quality Assurance & Compliance
1 9 (3.26%) Data Quality
2 4 (1.45%) SLA
3 3 (1.09%) UCITS
4 2 (0.72%) QA
5 1 (0.36%) Dodd-Frank
5 1 (0.36%) EMIR
5 1 (0.36%) MiFID
System Software
1 52 (18.84%) Docker
2 1 (0.36%) Active Directory
2 1 (0.36%) HDFS
Systems Management
1 49 (17.75%) Kubernetes
2 9 (3.26%) Terraform
3 5 (1.81%) Consul
3 5 (1.81%) Istio
3 5 (1.81%) linkerd
4 1 (0.36%) Ansible
4 1 (0.36%) Docker Swarm
4 1 (0.36%) Hadoop YARN
4 1 (0.36%) Icinga
4 1 (0.36%) Kibana
4 1 (0.36%) logstash
4 1 (0.36%) Prometheus
4 1 (0.36%) StatsD
Vendors
1 33 (11.96%) Google
2 19 (6.88%) Oracle
3 11 (3.99%) Microsoft
4 10 (3.62%) Sybase
4 10 (3.62%) Tableau
5 6 (2.17%) EXASOL
5 6 (2.17%) MicroStrategy
6 4 (1.45%) Intapp
7 2 (0.72%) Cognizant
7 2 (0.72%) Sage
8 1 (0.36%) Alteryx
8 1 (0.36%) Cisco
8 1 (0.36%) Facebook
8 1 (0.36%) Instagram
8 1 (0.36%) Red Hat
8 1 (0.36%) Snapchat
8 1 (0.36%) Splunk
8 1 (0.36%) Synology
8 1 (0.36%) Twitter