Every search, count and rule of the exercise-sets review, so it can be repeated; every search ran on 2026-10-29. The rules the four reviews share are in the evidence README.
1. Why grey literature
Garousi 2019, Table 4, answered for exercise sets: seven yes.
| 1 |
Complex, not solvable from formal literature alone? |
yes: the exercise set as published (textbook sections, answer keys, online homework) comes from practice |
| 2 |
Lack of volume or quality of evidence? |
yes: the EEF review found 12 classroom studies of interleaving (Perry 2021); none tests a whole set design |
| 3 |
Context important? |
yes: subject, age and whether homework is graded change what works |
| 4 |
Corroborate research with practice? |
yes |
| 5 |
Challenge practice with research, or the reverse? |
yes: 9.7% of textbook problems are interleaved against classroom trials favouring interleaving (Rohrer 2020b) |
| 6 |
Would a synthesis serve both communities? |
yes: teachers ask for the evidence on Q/A sites and do not find it (MathEd 2021b, example only) |
| 7 |
Large practitioner volume? |
yes: online homework systems, problem sites and solution sites with millions of users (state-of-the-art.md) |
2. Questions
| Q1 |
Blocked against interleaved or mixed review, at the level of a sheet or homework, in classrooms |
| Q2 |
From worked example to problem: fading schedules, completion problems, example-problem pairs, Parsons problems |
| Q3 |
Difficulty order and variability across a set |
| Q4 |
Hints, answer keys and full solutions: when shown; help seeking and its abuse; copying |
| Q5 |
How much practice; homework effects |
| Q6 |
Practice and adoption: textbooks, problem books, past exams, online homework, mastery exercises, programming exercise sites |
3. Existing reviews (Garousi Guideline 2)
- Searched first, by strings F1 (interleaving reviews), F3 (homework meta-analyses) and the review hits of F2, F10, F15 and F31.
- Found: 13 reviews and meta-analyses, read by abstract except Fan 2017 (title and venue only); and the EEF review, read first-hand in its summary (Perry 2021, grey). They are placed in review.md strand 0.
- No review of the exercise set as a whole was found.
5. Grey search
- Types and producers, chosen because the formal search pointed to them: government and charity guidance (IES, What Works Clearinghouse, EEF), a national centre (NCETM), an open textbook (OpenStax). Also: online homework and problem projects (WeBWorK, ASSISTments, Project Euler), a company report (Chegg), and Q/A sites.
- Engine: a general web search engine, first result page per string; results personalise and change. The What Works Clearinghouse reports came through ERIC string F28.
| G1 |
IES practice guide "Organizing Instruction and Study to Improve Student Learning" interleave worked example solutions |
9 |
1 (Pashler 2007) |
| G2 |
EEF "Cognitive science approaches in the classroom" systematic review interleaving worked examples |
10 |
1 (Perry 2021) |
| G3 |
NCETM "intelligent practice" variation teaching for mastery |
20 |
1 (NCETM 2020) |
| G4 |
WeBWorK open source online homework system institutions number |
10 |
1 (WeBWorK 2026) |
| G5 |
Chegg annual report number of subscribers |
19 |
1 (Chegg 2025) |
| P |
direct visits: Project Euler, Exercism, Runestone (refused, HTTP 403), ASSISTments, OpenStax answer key |
5 |
3 |
- Not used: the MAA WeBWorK page (HTTP 404), so its "700 colleges" claim seen in a search summary stays unverified; Exercism (no counts on the page).
Q/A sites
Strings ES1 to ES23 ran on 2026-10-29, one reviewer, grey tier 2, by the shared Q/A method. Threads were read with their bodies (filter=withbody).
| ES1 |
q=interleaving |
Mathematics Educators |
2 |
1 |
1 |
| ES2 |
q=interleaved |
Mathematics Educators |
2 |
1 |
0 |
| ES3 |
q=spiral review |
Mathematics Educators |
0 |
0 |
0 |
| ES4 |
q=spiral |
Mathematics Educators |
5 |
0 |
0 |
| ES5 |
title=homework |
Mathematics Educators |
30 |
5 |
5 |
| ES6 |
title=solutions |
Mathematics Educators |
30 |
7 |
6 |
| ES7 |
q=worked examples |
Mathematics Educators |
30 |
1 |
1 |
| ES8 |
q=Parsons |
Computer Science Educators |
3 |
1 |
1 |
| ES9 |
title=exercises |
Computer Science Educators |
18 |
2 |
2 |
| ES10 |
q=hints |
Computer Science Educators |
8 |
0 |
0 |
| ES11 |
title=homework |
Computer Science Educators |
7 |
1 |
1 |
| ES12 |
title=practice |
Computer Science Educators |
15 |
0 |
0 |
| ES13 |
title=homework solutions |
Academia |
1 |
1 |
1 |
| ES14 |
title=problem sets |
Academia |
3 |
0 |
0 |
| ES15 |
q=Chegg |
Academia |
19 |
2 |
2 |
| ES16 |
title=homework |
Academia |
30 |
4 |
3 |
| ES17 |
q=answers back of the book |
Academia |
25 |
1 |
0 |
| ES18 |
title=exercises |
Mathematics Educators |
30 |
5 |
3 |
| ES19 |
q=hints |
Mathematics Educators |
30 |
2 |
1 |
| ES20 |
title=practice |
Mathematics Educators |
14 |
0 |
0 |
| ES21 |
q=blocked practice |
Mathematics Educators |
3 |
1 |
0 |
| ES22 |
title=problem sets |
Mathematics Educators |
1 |
0 |
0 |
| ES23 |
title=difficulty |
Mathematics Educators |
14 |
2 |
2 |
| Total |
23 strings |
|
320 |
29 (distinct) |
29 |
- Excluded after reading: grading policy, product support (a Chegg tool), tooling how-to (paper Parsons construction), threads of another topic (spaced repetition sites), and unanswered threads that add nothing.
- The run ended after ES23, when each term of the field had been run in at least one form; ES23 added 2 new threads. The daily quota fell from 275 to 235 calls.
6. Stopping rule
- Stated before searching (and written first in this file): effort bounded, the 20 most relevant ERIC records and 20 most cited Semantic Scholar records per string. Saturation at k = 5 strings in a row that add no new included source.
- Applied: saturation at k = 5 was not reached; the longest run without a new source was three strings (F25 to F27). The search stopped on the effort bound, once every field name of the brief and every sub-question had been run in at least one string.
- Evidence exhaustion: F1, F2, F6, F7, F9, F12, F13, F17, F25, F30, F31, F34, F35 returned 20 or fewer ERIC records, all screened.
- Grey web: first result page per string. Q/A: as above.
7. Selection
- Include: a source on how practice items are ordered, supported, solved, checked or assigned as a set, measured on learners or counted in practice. The source is in English and readable on the day at least by abstract (a title states the result only for Harms 2016).
- Exclude:
- motor and sport training (variability of practice in its original field), clinical and language-drill studies, matrix completion and other word collisions;
- feedback content and timing, question format and folded answers to single questions (passed to practice-questions);
- worked-solution writing as a genre (passed to instructional-text);
- effects already held by the core, linked instead;
- sources whose abstract could not be read and whose title does not settle relevance.
8. Quality of grey sources (Garousi Guideline 11, Table 7)
- Outlet tier: government and charity reports, standards and textbooks = tier 1 (1); project and company pages, handouts, company reports and Q/A threads = tier 2 (0.5); blogs = tier 3 (0).
- Scores are in sources.md.
9. Extraction and synthesis
- Extracted per source: kind, year, sample, design, the outcome and its delay, any number (marked "(secondary)" when read in an abstract), and the question it answers.
10. Limits
- One reviewer, no second rater for this topic yet.
- Search engines personalise and change; Semantic Scholar counts are not phrase-exact; OpenAlex counts were taken afterwards by script, title and abstract, phrase search.
- Publisher pages of ACM, APS, Elsevier and PNAS refused automated reading; several computing studies are known by title and abstract only.
- Most formal sources were read by abstract; sources.md says which.
- This search did not find a study of a whole exercise set built from all the measured parts; that is not proof none exists.