Excel is not hard to learn. It is deep. Those are different things. The basics (cells, formulas, formatting) take 10-20 hours of practice. Pivot tables and lookups (intermediate territory) take another 30-50 hours. Power Query is a single weekend. Power Pivot and DAX are 40-60 hours. VBA is the hardest layer at 80-150 hours, and Power Query has replaced VBA for most modern data prep work.
The 2026 wrinkle: Excel Copilot in Microsoft 365 changed the picture again. Plan mode (April 2026 update) lets non-coders run multi-step analysis from a prompt. Python in Excel is now native. The "you need VBA to automate Excel" advice is dated. A motivated learner can hit useful proficiency in 30-50 hours in 2026, faster than two years ago.
Below is the realistic learning curve, the resources worth using, and what Copilot changes about the answer to "is Excel hard to learn." See ONLC's review of Excel learning difficulty for more. See Career Karma's guide to whether Excel is hard to learn for more. See AGI Training's Excel difficulty overview for more. See build a robust bank reconciliation format in Excel for more. See Noble Desktop's discussion of Excel learning difficulty for more. See mastering financial modelling techniques for more.
Quick reference: Excel proficiency timeline (2026)
| Skill level | Hours of practice | What you can do |
|---|---|---|
| Basics | 10-20 | Cells, formulas, formatting, basic charts |
| Intermediate | 30-50 total | Pivot tables, VLOOKUP/XLOOKUP, conditional formatting, data validation |
| Power Query | +10-20 | Import, clean, transform data from multiple sources |
| Power Pivot / DAX | +40-60 | Data models, complex measures, tabular analysis |
| VBA | +80-150 | Custom automation, complex macros |
| Copilot fluency | Near-zero learning curve | Prompt-based analysis, Plan mode multi-step edits |
What "intermediate" Excel actually looks like
Pivot tables and the lookup family (VLOOKUP, XLOOKUP, INDEX/MATCH) are the dividing line between basic and intermediate Excel. Most users who sit through a 1-day "Intermediate Excel" course do not actually use these skills until they hit a real problem that requires them. The 30-50 hour estimate assumes deliberate practice, not just exposure.
What you can do at intermediate level:
- Build a pivot table that answers a specific business question (revenue by region by quarter)
- Combine data from two tables with XLOOKUP
- Use conditional formatting to flag outliers
- Build dynamic dropdowns with data validation
- Use SUMIFS, COUNTIFS, AVERAGEIFS for aggregated reporting
This level of Excel covers 80% of business analyst work. The next layers (Power Query, Power Pivot, VBA) are specialist depth most users do not need.
Pick the right learning path
The decision tree depends on your goal:
Get to intermediate Excel for general business work: ExcelJet (free) plus Microsoft Learn (free) plus 30-50 hours of practice on real spreadsheets. Cheapest credible path. Most users get there in 4-8 weeks with consistent practice.
Get to data analyst level: Add the Coursera Macquarie "Excel Skills for Business" Specialization (~$49/month, 4-6 weeks), Chandoo's intermediate courses, and Leila Gharani's Xelplus. Adds 60-100 hours over 3-6 months.
Build automated reporting workflows: Add Power Query (Microsoft Learn free path, 10-20 hours) and Power Pivot. This is the modern alternative to VBA for most data prep work.
Become a power user with Copilot: If your org has Microsoft 365 Copilot, the learning curve is near-zero. The skill is writing clear, instruction-style prompts. Practice on real problems.
Specialist VBA work (legacy systems): VBA is still required for some enterprise integrations. 80-150 hours of practice. Increasingly niche as Power Query and Office Scripts cover most automation.
What Excel Copilot actually changed in 2026
Microsoft 365 Copilot for Excel landed major updates in April 2026:
Plan mode: Multi-step analysis from a single prompt. "Analyze this sales data, identify outliers, and build a chart showing year-over-year trends" runs as a planned sequence rather than a single action.
Python execution inside the workbook: Run pandas, NumPy, and scikit-learn code directly in Excel cells. Removes the need to switch to Jupyter for most analysis tasks.
Work IQ context: Copilot pulls context from your emails, chats, and files when relevant. A prompt like "summarize the budget changes from this quarter" can incorporate the email thread where they were discussed.
Multi-step edits to local workbooks on Windows and Mac: No longer cloud-only.
The implication: a non-coder with M365 Copilot can run analysis that previously required VBA, Python in Jupyter, or a data analyst's help. The barrier dropped substantially.
The catch: Copilot needs clear, instruction-style prompts to behave reliably. "Make this look better" produces unpredictable output. "Highlight cells where the value is more than 1.5 times the column average, then sort the column descending" works.
Top free and paid resources in 2026
Free:
- Microsoft Learn: Official, structured, free. Best starting point.
- ExcelJet: Function reference and quick tutorials. Best for looking up specific syntax.
- Chandoo: Free YouTube content plus paid courses. Strong on dashboards.
- Leila Gharani (Xelplus YouTube): Free intermediate-to-advanced video content.
Paid:
- Coursera "Excel Skills for Business" (Macquarie): ~$49/month or $390 for the specialization. Strong structured path to intermediate.
- Chandoo Pro Courses: $200-$500 one-time. Strong for dashboard building.
- Xelplus paid courses: $100-$400 one-time. Strong for specific advanced topics.
The mistake: paying for an expensive bootcamp before knowing what you need. Free resources plus 30-50 hours of practice get most learners to working intermediate proficiency. Pay for specialist depth (DAX, dashboards) only after you hit a real wall.
Common Excel myths in 2026
Three to debunk:
"You need VBA to automate Excel": Power Query plus Office Scripts cover roughly 80% of automation tasks without code. VBA is still needed for legacy integrations but not for new work.
"Excel is dying because of Google Sheets": Excel adoption in 2026 is higher than 2022. Python in Excel and Copilot revived it. Sheets remains better for collaboration, Excel better for analysis.
"Pivot tables are advanced": Pivot tables are intermediate. Most business users should know them within 30-50 hours of practice. They are easier to learn than VLOOKUP.
What a 30-day Excel learning plan looks like
If you want to go from beginner to intermediate in 30 days at 1-2 hours per day:
Week 1: Microsoft Learn basics module. Cells, formulas, formatting, basic charts. Practice on a real spreadsheet from your work.
Week 2: VLOOKUP and XLOOKUP from ExcelJet. SUMIFS, COUNTIFS, AVERAGEIFS. Build a small report combining data from two tables.
Week 3: Pivot tables. Build a dashboard that answers 3 specific business questions from your data.
Week 4: Conditional formatting, data validation, named ranges. Add interactive elements to your dashboard.
By day 30, you are intermediate by most business standards. Power Query is a separate weekend after this.
FAQ
Is Excel hard to learn in 2026?
The basics take 10-20 hours. Intermediate (pivot tables, lookups) takes another 30-50 hours. Power Query is a single weekend. Excel is deep but not hard. Most users hit useful intermediate proficiency in 4-8 weeks with consistent practice.
Should I learn VBA or Power Query in 2026?
Power Query first. It covers most data prep automation tasks without code and is much easier to learn (10-20 hours vs 80-150 for VBA). Learn VBA only if you need to maintain legacy systems or do automation Power Query cannot handle.
Does Excel Copilot replace the need to learn Excel?
No, but it lowers the bar. You still need to understand what you are asking Copilot to do and verify its output. Copilot is fastest when paired with intermediate Excel knowledge.
What is the best free Excel course in 2026?
Microsoft Learn for structured fundamentals. ExcelJet for syntax reference. Leila Gharani's Xelplus YouTube for intermediate-to-advanced content. All free.
Can a non-coder do data analysis in Excel in 2026?
Yes, more than ever. Python in Excel and Copilot Plan mode let non-coders run pandas-style workflows from prompts. The barrier between "Excel user" and "data analyst" dropped substantially in 2026.
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