Data & AI · Learning guide

Pandas

Asked for in 7 job posts at 3 companies across Canada.

No job posts in Columbus yet, so we're showing all of Canada.

Demand over time

Job posts asking for Pandas, by week, last 16 weeks

in the last 4 weeks · 1 the 4 before

Job posts asking for this skill, by week
Week of	Job posts
Jul 20	0
Jul 27	0
Aug 3	0
Aug 10	0
Aug 17	0
Aug 24	0
Aug 31	0
Sep 7	0
Sep 14	0
Sep 21	0
Sep 28	0
Oct 5	1
Oct 12	0
Oct 19	0
Oct 26	0
Nov 2	2

Who's hiring

Companies with posts that ask for it

CCohere4
HHopper2
ddatabricks1

Newest job posts

Learn next

Asked for in the same posts

Python SQL Apache Beam Apache Spark R Tableau BigQuery Amplitude

Impact projects

Real problems in Canada, from public data. Build something that helps, and prove Pandas while you do it.

AI-suggestedUN SDG 11

Average asking rent for a 2-bedroom apartment in Calgary shifted from 1700 in 2022 Q3 to 1890 in 2026 Q2. This financial pressure strains local tenants and families looking for stable housing.

Average asking rent for a 2-bedroom apartment, Calgary (quarterly, dollars per month)

Average asking rent for a 2-bedroom apartment, Calgary (quarterly, dollars per month)
Period	Value
2022 Q3	$1,700
2022 Q4	$1,760
2023 Q1	$1,790
2023 Q2	$1,840
2023 Q3	$2,010
2023 Q4	$2,130
2024 Q1	$2,090
2024 Q2	$2,150
2024 Q3	$2,050
2024 Q4	$1,950
2025 Q1	$1,920
2025 Q2	$2,020
2025 Q3	$2,010
2025 Q4	$1,930
2026 Q1	$1,900
2026 Q2	$1,890

What to build: Build a rental budget analyzer script for Calgary renters to compare local rental listings against household income.
How it practises Pandas: Use Pandas to read listing data, filter by rent thresholds, and calculate personal affordability scores across neighborhoods.
Proof to submit: Submit a public GitHub repository containing the notebook, sample data, and unit tests.

Data: Statistics Canada table 46-10-0092-01

AI-suggestedUN SDG 13

Greenhouse gas emissions from industries and households in Alberta went from 265130 in 2009 to 271415 in 2023. These emissions impact regional ecosystems and the health of community residents.

Greenhouse gas emissions from industries and households, Alberta (yearly, kilotonnes of CO2 equivalent)

Greenhouse gas emissions from industries and households, Alberta (yearly, kilotonnes of CO2 equivalent)
Period	Value
2009	265,130 kilotonnes
2010	273,996 kilotonnes
2011	285,154 kilotonnes
2012	290,700 kilotonnes
2013	300,770 kilotonnes
2014	303,757 kilotonnes
2015	295,870 kilotonnes
2016	278,406 kilotonnes
2017	291,330 kilotonnes
2018	291,567 kilotonnes
2019	292,346 kilotonnes
2020	271,006 kilotonnes
2021	275,547 kilotonnes
2022	273,636 kilotonnes
2023	271,415 kilotonnes

What to build: Build a data cleaning pipeline for community environmental groups to parse and summarize municipal emission reports.
How it practises Pandas: Use Pandas DataFrames to merge disparate CSV reports, handle missing records, and group emissions by economic activity.
Proof to submit: Submit a GitHub repository containing the pipeline code, cleaned datasets, and automated test scripts.

Data: Statistics Canada table 38-10-0097-01

Best resources

Free, and hand-picked. Start with the first one.