Period
to

The following table provides summary statistics for permanent job vacancies 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 9 August 2022 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
9 Aug 2022
Same period 2021 Same period 2020
Rank 530 663 544
Rank change year-on-year +133 -119 +192
Permanent jobs citing Pandas 1,031 357 254
As % of all permanent jobs advertised in the UK 0.61% 0.31% 0.39%
As % of the Libraries, Frameworks & Software Standards category 1.54% 0.77% 0.97%
Number of salaries quoted 428 183 212
10th Percentile £47,500 £44,200 £46,250
25th Percentile £62,500 £51,875 £57,188
Median annual salary (50th Percentile) £87,500 £72,500 £75,000
Median % change year-on-year +20.69% -3.33% +9.81%
75th Percentile £118,750 £87,500 £92,500
90th Percentile £128,250 £110,000 £105,000
UK excluding London median annual salary £68,750 £52,500 £62,500
% change year-on-year +30.95% -16.00% +8.78%

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

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 66,855 46,212 26,266
As % of all permanent IT jobs advertised in the UK 39.25% 40.53% 40.39%
Number of salaries quoted 29,432 30,423 21,922
10th Percentile £38,443 £36,000 £33,750
25th Percentile £47,500 £43,750 £42,500
Median annual salary (50th Percentile) £65,000 £57,500 £55,000
Median % change year-on-year +13.04% +4.55% +4.76%
75th Percentile £83,750 £77,500 £75,000
90th Percentile £100,000 £95,000 £91,250
UK excluding London median annual salary £55,000 £50,000 £49,500
% change year-on-year +10.00% +1.01% +10.00%

Pandas
Job Vacancy Trend

Job postings citing Pandas as a proportion of all IT jobs advertised.

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

3-month moving average salary quoted in jobs citing Pandas.

Salary trend for Pandas in the UK

Pandas
Salary Histogram

Salary distribution for jobs citing Pandas over the 6 months to 9 August 2022.

Salary histogram for Pandas in the UK

Pandas
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the UK over the 6 months to 9 August 2022. 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
Jobs
England +110 889 £90,000 +20.00% 56
London +112 796 £92,500 +19.35% 39
Work from Home -18 396 £85,000 +13.33% 28
UK excluding London -106 93 £68,750 +30.95% 17
North of England -54 26 £70,000 +47.37% 3
Midlands -52 20 £65,000 +23.81% 4
South East -81 18 £67,500 +35.00% 5
Yorkshire -23 15 £75,000 +15.38% 2
East of England -55 14 £53,750 - 1
West Midlands -63 11 £60,000 +14.29% 2
South West -34 10 £70,000 +64.71% 4
North West -59 10 £70,000 +47.37% 1
East Midlands - 9 £65,000 - 2
Scotland -34 4 £52,500 -20.75%
Northern Ireland - 1 - -
North East - 1 £27,500 -

For the 6 months to 9 August 2022, 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 with a requirement for Pandas.

1 1,010 (97.96%) Python
2 656 (63.63%) NumPy
3 620 (60.14%) Data Science
4 587 (56.94%) SQL
5 508 (49.27%) Analytics
6 472 (45.78%) AWS
7 461 (44.71%) Machine Learning
8 434 (42.10%) Software Engineering
9 388 (37.63%) scikit-learn
10 381 (36.95%) Agile
11 360 (34.92%) Finance
12 289 (28.03%) Visualisation
13 281 (27.26%) Docker
14 277 (26.87%) GCP
15 266 (25.80%) SciPy
16 254 (24.64%) TensorFlow
17 239 (23.18%) CI/CD
18 233 (22.60%) Data Engineering
19 228 (22.11%) Kubernetes
20 222 (21.53%) Artificial Intelligence
21 216 (20.95%) Algorithms
22 202 (19.59%) ETL
23 197 (19.11%) PostgreSQL
24 193 (18.72%) Linux
25 185 (17.94%) Analytical Skills
26 183 (17.75%) Azure
26 183 (17.75%) Data Analysis
27 179 (17.36%) Computer Science
28 170 (16.49%) Git (software)
29 167 (16.20%) Degree

Pandas
Co-occurring IT Skills 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
1 166 (16.10%) Apache Spark
2 150 (14.55%) Apache Airflow
3 130 (12.61%) Jupyter
4 116 (11.25%) Apache
5 23 (2.23%) Gunicorn
6 20 (1.94%) Confluence
7 14 (1.36%) Luigi
8 12 (1.16%) Apache Solr
8 12 (1.16%) Tornado
9 4 (0.39%) nginx
10 3 (0.29%) IBM Domino
11 2 (0.19%) SAS
12 1 (0.097%) Apache Synapse
Applications
1 13 (1.26%) Spreadsheet
2 10 (0.97%) Stata
3 9 (0.87%) Microsoft Excel
3 9 (0.87%) SPSS
4 2 (0.19%) Microsoft PowerPoint
5 1 (0.097%) CPLEX
Business Applications
1 7 (0.68%) Shopify
Cloud Services
1 472 (45.78%) AWS
2 277 (26.87%) GCP
3 183 (17.75%) Azure
4 149 (14.45%) Serverless
5 131 (12.71%) Amazon S3
6 117 (11.35%) Amazon SageMaker
7 97 (9.41%) AWS Lambda
8 95 (9.21%) Power Platform
9 71 (6.89%) Amazon EC2
10 62 (6.01%) GitHub
10 62 (6.01%) Snowflake
11 57 (5.53%) SaaS
12 47 (4.56%) AWS Step Functions
13 42 (4.07%) Amazon ECS
14 37 (3.59%) Cloud Computing
15 33 (3.20%) Akamai
15 33 (3.20%) Amazon CloudWatch
15 33 (3.20%) Fastly
15 33 (3.20%) Virtual Private Cloud
16 32 (3.10%) PaaS
Communications & Networking
1 24 (2.33%) HTTP
2 8 (0.78%) FTP
3 6 (0.58%) Internet
4 2 (0.19%) Ethernet
4 2 (0.19%) PPP
5 1 (0.097%) Broadband
5 1 (0.097%) Intranet
5 1 (0.097%) SSH
Database & Business Intelligence
1 197 (19.11%) PostgreSQL
2 109 (10.57%) Tableau
3 106 (10.28%) Big Data
4 102 (9.89%) BigQuery
5 97 (9.41%) NoSQL
6 95 (9.21%) Power BI
7 73 (7.08%) Amazon Athena
8 63 (6.11%) Data Warehouse
9 59 (5.72%) MySQL
10 55 (5.33%) Redis
11 54 (5.24%) Elasticsearch
11 54 (5.24%) MongoDB
12 53 (5.14%) Relational Database
13 38 (3.69%) Data Mining
14 36 (3.49%) Looker
15 35 (3.39%) Data Lake
16 32 (3.10%) Apache Arrow
17 28 (2.72%) Apache Ignite
18 22 (2.13%) Amazon RDS
18 22 (2.13%) Parquet
Development Applications
1 170 (16.49%) Git (software)
2 42 (4.07%) JIRA
3 30 (2.91%) GitLab
4 28 (2.72%) Bitbucket
5 23 (2.23%) webpack
6 22 (2.13%) Jenkins
7 16 (1.55%) CircleCI
8 14 (1.36%) MLflow
9 12 (1.16%) Selenium
10 10 (0.97%) Travis CI
11 9 (0.87%) Snakemake
12 7 (0.68%) Visual Studio
13 5 (0.48%) Cypress.io
13 5 (0.48%) PyUnit
14 4 (0.39%) Mocha
15 2 (0.19%) Atlassian Bamboo
15 2 (0.19%) Cucumber
15 2 (0.19%) IBM UrbanCode
15 2 (0.19%) Maven
16 1 (0.097%) Subversion
General
1 360 (34.92%) Finance
2 185 (17.94%) Analytical Skills
3 163 (15.81%) Social Skills
4 118 (11.45%) Front Office
5 58 (5.63%) Retail
6 51 (4.95%) Marketing
7 32 (3.10%) Law
8 30 (2.91%) Games
9 28 (2.72%) Banking
10 27 (2.62%) Advertising
11 23 (2.23%) Automotive
12 21 (2.04%) Inclusion and Diversity
12 21 (2.04%) Telecoms
13 20 (1.94%) Electronics
14 18 (1.75%) Manufacturing
15 16 (1.55%) Billing
16 15 (1.45%) Public Sector
17 14 (1.36%) Pharmaceutical
18 13 (1.26%) Back Office
18 13 (1.26%) Prime Brokerage
Job Titles
1 291 (28.23%) Developer
2 267 (25.90%) Python Developer
3 228 (22.11%) Software Engineer
4 226 (21.92%) Data Scientist
5 184 (17.85%) Python Engineer
6 157 (15.23%) Data Engineer
7 143 (13.87%) Python Software Engineer
8 131 (12.71%) Senior Data Scientist
9 109 (10.57%) Developer/Software Engineer
10 83 (8.05%) AWS Engineer
11 79 (7.66%) AWS Software Engineer
12 78 (7.57%) AWS Developer
13 65 (6.30%) Senior Software Engineer
14 63 (6.11%) Analyst
15 61 (5.92%) Senior Developer
16 55 (5.33%) Data Analyst
17 52 (5.04%) Senior Python Developer
18 28 (2.72%) Senior Data Engineer
19 25 (2.42%) Technical Leader
20 20 (1.94%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 656 (63.63%) NumPy
2 388 (37.63%) scikit-learn
3 266 (25.80%) SciPy
4 254 (24.64%) TensorFlow
5 158 (15.32%) React
6 148 (14.35%) Keras
7 135 (13.09%) Matplotlib
8 127 (12.32%) PyTorch
9 126 (12.22%) Django
10 97 (9.41%) Kafka
11 94 (9.12%) HTML
12 83 (8.05%) Flask
13 73 (7.08%) PySpark
14 59 (5.72%) D3.js
15 57 (5.53%) Akka
16 52 (5.04%) CSS
17 48 (4.66%) Spark Streaming
18 47 (4.56%) FastAPI
19 42 (4.07%) REST
20 39 (3.78%) GraphQL
Miscellaneous
1 216 (20.95%) Algorithms
2 133 (12.90%) Equities
3 108 (10.48%) Hedge funds
4 107 (10.38%) Derivative
5 63 (6.11%) Data Structures
6 54 (5.24%) User Experience
7 50 (4.85%) Foreign Exchange (FX)
8 48 (4.66%) Fixed Income
9 36 (3.49%) Hackathon
10 35 (3.39%) Reference Data
11 34 (3.30%) Digital Media
12 23 (2.23%) Virtual Team
13 22 (2.13%) IoT
14 21 (2.04%) Self-Motivation
15 19 (1.84%) Renewable Energy
16 18 (1.75%) Public Cloud
17 17 (1.65%) FMCG
18 16 (1.55%) Legacy Systems
19 12 (1.16%) Credit Risk
20 11 (1.07%) Linked Data
Operating Systems
1 193 (18.72%) Linux
2 24 (2.33%) Unix
3 5 (0.48%) Windows
4 3 (0.29%) Alpine Linux
5 2 (0.19%) Android
5 2 (0.19%) Apple iOS
6 1 (0.097%) Mac OS
6 1 (0.097%) MVS
Processes & Methodologies
1 620 (60.14%) Data Science
2 508 (49.27%) Analytics
3 461 (44.71%) Machine Learning
4 434 (42.10%) Software Engineering
5 381 (36.95%) Agile
6 289 (28.03%) Visualisation
7 239 (23.18%) CI/CD
8 233 (22.60%) Data Engineering
9 222 (21.53%) Artificial Intelligence
10 202 (19.59%) ETL
11 183 (17.75%) Data Analysis
12 179 (17.36%) Computer Science
13 166 (16.10%) Data Pipeline
14 155 (15.03%) Data Analytics
15 150 (14.55%) Mathematics
16 147 (14.26%) Problem-Solving
17 136 (13.19%) Statistics
18 131 (12.71%) DevOps
19 125 (12.12%) Asset Management
20 124 (12.03%) Investment Management
Programming Languages
1 1,010 (97.96%) Python
2 587 (56.94%) SQL
3 146 (14.16%) Java
4 144 (13.97%) JavaScript
5 111 (10.77%) TypeScript
6 86 (8.34%) R
7 82 (7.95%) Bash
8 77 (7.47%) Scala
9 76 (7.37%) C++
10 56 (5.43%) Ruby
11 44 (4.27%) C
12 32 (3.10%) MATLAB
13 30 (2.91%) C#
14 26 (2.52%) Go
15 23 (2.23%) Shell Script
16 16 (1.55%) F#
16 16 (1.55%) LookML
17 6 (0.58%) VBA
18 4 (0.39%) Kotlin
19 3 (0.29%) Rust
Qualifications
1 167 (16.20%) Degree
2 74 (7.18%) PhD
3 43 (4.17%) Computer Science Degree
4 13 (1.26%) Master's Degree
5 6 (0.58%) SC Cleared
5 6 (0.58%) Security Cleared
6 5 (0.48%) BPSS Clearance
7 3 (0.29%) AWS Certification
8 2 (0.19%) Numerate Degree
9 1 (0.097%) PMI Certification
Quality Assurance & Compliance
1 67 (6.50%) Data Quality
2 15 (1.45%) Accessibility
3 5 (0.48%) GDPR
3 5 (0.48%) HIPAA
3 5 (0.48%) SOC 2
4 3 (0.29%) QA
5 2 (0.19%) SLA
System Software
1 281 (27.26%) Docker
2 2 (0.19%) HDFS
Systems Management
1 228 (22.11%) Kubernetes
2 103 (9.99%) Terraform
3 63 (6.11%) Ansible
4 40 (3.88%) Prometheus
5 19 (1.84%) Puppet
6 12 (1.16%) Kubeflow
7 8 (0.78%) Argo
8 2 (0.19%) Istio
9 1 (0.097%) Control-M
9 1 (0.097%) Rancher
Vendors
1 82 (7.95%) Google
2 67 (6.50%) Databricks
3 37 (3.59%) Microsoft
4 33 (3.20%) AppDynamics
4 33 (3.20%) BT
4 33 (3.20%) Splunk
5 28 (2.72%) Bloomberg
6 16 (1.55%) SaltStack
7 14 (1.36%) Hitachi
7 14 (1.36%) Oracle
8 12 (1.16%) Salesforce.com
9 7 (0.68%) CA
9 7 (0.68%) Samsung
10 5 (0.48%) PayPal
10 5 (0.48%) Zopa
11 4 (0.39%) DataRobot
11 4 (0.39%) Intel
12 2 (0.19%) Cisco
12 2 (0.19%) Instagram
12 2 (0.19%) Sun