What do consumer reports say about the effectiveness of online Common Core math help subscriptions compared to hiring a private tutor?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do consumer reports say about the effectiveness of online Common Core math help subscriptions compared to hiring a private tutor?
3 real searches · 1 real-search pass
Consumer Reports online math tutoring subscriptions effectiveness compared private tutor Common Core math help subscription reviews research outcomesGoogle ↗
OBSERVEDReason
evidence online math programs subscriptions math achievement personalized tutoring one-to-one tutoring randomized study elementary middle schoolGoogle ↗
OBSERVEDReason
Common Core math online tutoring subscription IXL Khan Academy Mathnasium private tutor effectiveness comparisonGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Consumer Reports online math tutoring subscriptions effectiveness compared private tutor Common Core math help subscription reviews research outcomes Google ↗
evidence online math programs subscriptions math achievement personalized tutoring one-to-one tutoring randomized study elementary middle school Google ↗
Common Core math online tutoring subscription IXL Khan Academy Mathnasium private tutor effectiveness comparison Google ↗
- The Promise of Tutoring for PreK–12 Learning: A Systematic Review and Meta-Analysis of the Experimental Evidence - Andre Nickow, Philip Oreopoulos, Vincent Quan, 2024 · journals.sagepub.com
- The Promise of Tutoring for PreK–12 Learning: A Systematic Review and Meta-Analysis of the Experimental Evidence - Andre Nickow, Philip Oreopoulos, Vincent Quan, 2024 · doi.org
- ERIC - ED653512 - The Effect of Student-Tutor Ratios: Experimental Evidence from a Pilot Online Math Tutoring Program. EdWorkingPaper No. 24-976, Annenberg Institute for School Reform at Brown University, 2024-Jun · eric.ed.gov
- The Effect of Student-Tutor Ratios: Experimental Evidence from a Pilot Online Math Tutoring Program · files.eric.ed.gov
- Online tutoring works: Experimental evidence from a program with vulnerable children · doi.org
- Online tutoring works: Experimental evidence from a program with vulnerable children · sciencedirect.com
- Effective Programs in Elementary Mathematics: A Meta-Analysis - Marta Pellegrini, Cynthia Lake, Amanda Neitzel, Robert E. Slavin, 2021 · journals.sagepub.com
- Effective Programs in Elementary Mathematics: A Meta-Analysis - Marta Pellegrini, Cynthia Lake, Amanda Neitzel, Robert E. Slavin, 2021 · journals.sagepub.com
- Explore Khan Academy math · khanacademy.org
- Explore IXL Math · ixl.com
- Explore Mathnasium · mathnasium.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Consumer Reports online math tutoring subscriptions effectiveness compared private tutor Common Core math help subscription reviews research outcomes OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
evidence online math programs subscriptions math achievement personalized tutoring one-to-one tutoring randomized study elementary middle school OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Common Core math online tutoring subscription IXL Khan Academy Mathnasium private tutor effectiveness comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |