AI Solver by AskSia

Chi Square Solver: goodness of fit and independence

Type or photograph the observed and expected frequencies (or contingency table). AskSia computes the chi-square statistic, looks up the critical value or p-value, and reports the test decision.

Works with word problems, equations, code, and science prompts.
∫ 3x² · sin(x) dx
SubjectsCalculusAlgebraPhysicsChemistryBiologyCSStatisticsEcon
4.9 / 5 · trusted by 2M+ students · 50M+ problems solved
Quick Answer

What is a chi-square test?

A chi-square test compares observed frequencies to expected frequencies under a null hypothesis. The test statistic is the sum of (observed minus expected) squared divided by expected, summed over all categories. The two main types are goodness-of-fit, which tests whether observed data matches an expected distribution, and test of independence, which tests whether two categorical variables are related using a contingency table. The statistic is compared to a chi-square distribution with degrees of freedom determined by the test design.

98%
solution accuracy
50M+
problems solved
~1.5s
avg solve time
A+
study-ready explanations
Why AskSia Solver

Why students use AskSia for Chi Square.

Every step transparent, every answer self-checked.

Statistic computed.

Sum of (O minus E) squared divided by E over every category, with each term shown.

Direct

Degrees of freedom.

df equals categories minus 1 (goodness of fit) or (rows minus 1) times (cols minus 1) (independence).

df

Critical or p-value.

Compare statistic to chi-square distribution at chosen alpha; AskSia uses tables or CDF.

Decision

Reject or fail to reject.

AskSia states the test conclusion in plain English.

Conclusion

Photo, paste, or type.

Snap handwritten or printed problems with your phone, paste from any online homework portal, or type with full LaTeX support.

Multi-modal input

Verified by AskSia.

Every answer gets a self-check pass. Sia catches sign errors and algebra mistakes before you submit your homework.

Self-checked
How It Works

Solve any Chi Square problem in three steps.

Step 01

Enter the problem.

Type the expression, paste from your homework, snap a photo, or speak it. AskSia parses your input and identifies the structure.

Input mode
Snap a Photo
Textbook, handwriting, screenshot
Paste Text
Word problem or equation
Calculator
LaTeX-ready equation editor
Step 02

AskSia picks the method.

Based on the problem structure, AskSia chooses the cleanest solution path and labels each step with the operation performed.

Calculus · Step 4 of 4
1.4s
1
Set curves equal
x² = 2x → x = 0, x = 2
2
Set up the integral
A = ∫₀² (2x - x²) dx
3
Evaluate
A = [x² - x³/3]₀² = 4/3
Step 03

Read the verified answer.

Final result appears with a substitution or composition check. Practice problems on the same concept are one tap away.

Auto-generated diagram
Region between y = 2x and y = x² — area = 4/3
Available On

Solve anywhere
you study.

Every solve syncs across Web, iOS, and Android — start it at your desk, finish on your phone.

Web App

Full study studio

Split-panel interface with the worked solution on the left, the auto-generated diagram and AI tutor chat on the right.

Drag & drop image upload + LaTeX equation editor
Auto-generated diagrams render alongside steps
Side-panel AI tutor chat for hints and alt methods
Export to PDF, DOCX, Notion, or Google Docs
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Hi! What are we studying today?
Ask about your homework, lecture, or readings...
Calculus
98% verified
1.4s
Step 4 of 4 · Evaluate
A = [x² - x³/3]₀² = 4/3
Mobile App

Snap & solve, anywhere

Open the camera, frame the problem, and the worked solution plus diagram appear in seconds.

One-tap snap-and-solve on iOS and Android
Pinch-to-zoom diagrams, swipe between steps
Auto-sync solves with your Web library
Offline review of saved solutions and flashcards
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Snap
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Calc
98%
1.4s
Area between y=2x & y=x²
A = 4/3 sq. units ✓
Use Cases

What the Chi Square solver covers.

📐

Goodness of fit.

Does this die roll dataset look fair (uniform)? AskSia tests.

Goodness
⚛️

Independence in contingency tables.

Are gender and product preference independent? Use the contingency table.

Independence
🧪

Genetics applications.

Mendelian ratios versus observed offspring counts (3 to 1, 9 to 3 to 3 to 1).

Biology
🧬

Survey analysis.

Two categorical survey variables; are they related?

Survey
💻

Quality control.

Compare observed defect counts to expected from a process model.

Quality
🎯

Verify your homework.

Paste your candidate answer and the original problem. AskSia walks the work, flags any divergent step, and tells you the correct final value.

Answer check
Compare

AskSia vs. ChatGPT,
Photomath & Symbolab.

General chatbots hallucinate. Photo solvers stop at math. AskSia is built for actual coursework with verified accuracy, visual learning, and every subject.

Feature comparison between AskSia Solver and alternatives
FeatureAskSia SolverChatGPTPhoto Solvers
Solution accuracy✓ 98%~70-85%, hallucinations~90%, math only
Auto-generated diagrams✓ Every solveInconsistent / brokenGraphs only, math-only
Step-by-step explanations✓ Numbered + plain EnglishInconsistent depth✓ Math steps
Subject coverage✓ Math, Physics, Chem, Bio, CS, Econ✓ Wide but unverifiedMath only
Photo input✓ Handwriting + diagrams + codePhotos OK, weak on handwriting✓ Math photos only
Answer verification✓ Self-checked before displayNo verificationMath engine only
Tutor follow-ups✓ Hints, alt methods, ELI5✓ General chatNot available
Practice and flashcards✓ One-tap from any solveManual promptingNot available
Code debugging✓ Python, Java, C++, SQL...✓ YesNot available
Free to start✓ Daily solves, no cardLimited model accessSteps locked behind paywall
FAQ

Frequently asked questions.

When can I use a chi-square test?
When you have categorical data and want to compare observed counts to expected counts. Assumptions: observations are independent; expected count in each category is at least 5; categories are mutually exclusive. AskSia checks expected counts and warns if assumptions seem violated.
How is the chi-square test of independence different from goodness of fit?
Goodness of fit tests whether one categorical variable's frequencies match a hypothesized distribution. Independence tests whether two categorical variables (in a contingency table) are related. Both use the same chi-square formula but compute expected counts differently. For independence, expected count equals (row total) times (column total) divided by grand total.
What are the degrees of freedom?
For goodness of fit with k categories, df equals k minus 1 (minus additional 1 for each estimated parameter). For independence in an r-by-c contingency table, df equals (r minus 1) times (c minus 1). The degrees of freedom determine the chi-square distribution used for the critical value and p-value.
What is a p-value in a chi-square test?
The p-value is the probability of observing a chi-square statistic at least as extreme as the one you got, assuming the null hypothesis is true. If p is less than alpha (typically 0.05), you reject the null hypothesis and conclude the observed data does not match expected. AskSia reports the p-value and compares to alpha to give the decision.
How accurate is AskSia?
AskSia is engineered for accuracy on standard high school and college coursework. Accuracy comes from subject-specialized models, a symbolic verification pass that catches arithmetic errors, and a self-check step that re-derives the answer before showing it to you.
Can I get practice problems and flashcards?
Yes. After any solve, ask Sia to generate similar practice problems at SAT, ACT, AP, IB, or college difficulty, or build a flashcard set on the underlying concept in one tap. Useful for exam prep and spaced repetition before a quiz, midterm, or final.
How much does AskSia cost?
AskSia has a free plan that includes daily solves across all subjects. AskSia Pro and Super include unlimited solves, advanced subjects, the full AI tutor companion, exports, and priority response speed. See pricing for details.
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Observed vs expected, test, decide.

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