Research Data Files

Every aggregate table behind the Speak Better Spanish research series, in one place. Copy any of it, chart it, quote it. The only thing we ask is attribution to Speak Better Spanish and a link to the study it came from.

Each table below carries the source system and the window it covers. The raw comma separated version sits underneath each table, ready to paste into a spreadsheet. Nothing here is gated and there is no form.

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Click-through rate by query shape

95,086 Google queries sorted into five shapes, with impressions, clicks, click-through rate and median position.

query shape queries impressions clicks ctr pct median position
comparison 2153 150566 1276 0.847 5.55
meaning 10468 1310033 2005 0.153 2.86
question 16932 1021268 1495 0.146 4.0
other 49342 2328116 3282 0.141 2.33
translation 16187 2214930 2701 0.122 3

Speak Better Spanish original data, speakbetterspanish.com. Google Search Console, February 4 2026 to September 18 2026. Free to reuse with attribution and a link to https://speakbetterspanish.com/research/

Raw CSV
query_shape,queries,impressions,clicks,ctr_pct,median_position
comparison,2153,150566,1276,0.847,5.55
meaning,10468,1310033,2005,0.153,2.86
question,16932,1021268,1495,0.146,4.0
other,49342,2328116,3282,0.141,2.33
translation,16187,2214930,2701,0.122,3

Click-through rate by average position

The same query set grouped by the average position we held, from the top three down.

position band queries impressions clicks ctr pct
1.0 to 3.0 46512 628901 3187 0.507
3.0 to 5.0 12928 855628 3110 0.363
5.0 to 10.0 15163 4858866 4243 0.087
10.0 to 20.0 10327 582347 203 0.035
20.0 and lower 10156 99589 49 0.049

Speak Better Spanish original data, speakbetterspanish.com. Google Search Console, February 4 2026 to September 18 2026. Free to reuse with attribution and a link to https://speakbetterspanish.com/research/

Raw CSV
position_band,queries,impressions,clicks,ctr_pct
1.0 to 3.0,46512,628901,3187,0.507
3.0 to 5.0,12928,855628,3110,0.363
5.0 to 10.0,15163,4858866,4243,0.087
10.0 to 20.0,10327,582347,203,0.035
20.0 and lower,10156,99589,49,0.049

The biggest zero-click queries

Every query above 10,000 impressions whose click-through rate came in under 0.1%.

query impressions clicks ctr pct average position shape
now in spanish 156307 45 0.029 5.2 translation
right in spanish 111646 17 0.015 9.5 translation
morning in spanish 101686 13 0.013 9.2 translation
nada meaning 99794 8 0.008 9.8 meaning
me gusta 94596 29 0.031 8.5 other
family in spanish 90059 31 0.034 8.6 translation
me gusta meaning 81814 18 0.022 7.1 meaning
no problem in spanish 74577 11 0.015 9.0 translation
nothing in spanish 65213 12 0.018 6.7 translation
i know in spanish 59043 27 0.046 8.1 translation
derecha in english 49899 15 0.03 5.8 other
tomorrow in spanish 47842 3 0.006 9.6 translation
andale meaning 44681 23 0.051 6.2 meaning
su 36957 5 0.014 3.6 other
nada in english 34988 1 0.003 7.5 other
to watch in spanish 30676 17 0.055 7.5 translation
derecha 30199 7 0.023 8.1 other
left and right in spanish 29150 8 0.027 9.8 translation
happy easter in spanish 28983 7 0.024 2.4 translation
no mames in english 27370 25 0.091 4.6 other

Speak Better Spanish original data, speakbetterspanish.com. Google Search Console, February 4 2026 to September 18 2026. Free to reuse with attribution and a link to https://speakbetterspanish.com/research/

Raw CSV
query,impressions,clicks,ctr_pct,average_position,shape
now in spanish,156307,45,0.029,5.2,translation
right in spanish,111646,17,0.015,9.5,translation
morning in spanish,101686,13,0.013,9.2,translation
nada meaning,99794,8,0.008,9.8,meaning
me gusta,94596,29,0.031,8.5,other
family in spanish,90059,31,0.034,8.6,translation
me gusta meaning,81814,18,0.022,7.1,meaning
no problem in spanish,74577,11,0.015,9.0,translation
nothing in spanish,65213,12,0.018,6.7,translation
i know in spanish,59043,27,0.046,8.1,translation
derecha in english,49899,15,0.03,5.8,other
tomorrow in spanish,47842,3,0.006,9.6,translation
andale meaning,44681,23,0.051,6.2,meaning
su,36957,5,0.014,3.6,other
nada in english,34988,1,0.003,7.5,other
to watch in spanish,30676,17,0.055,7.5,translation
derecha,30199,7,0.023,8.1,other
left and right in spanish,29150,8,0.027,9.8,translation
happy easter in spanish,28983,7,0.024,2.4,translation
no mames in english,27370,25,0.091,4.6,other

Class continuation rates

Of the students who reached each class number, the share who took the next one.

class number students reaching continued to next continuation rate pct
1 67 58 86.6
2 58 55 94.8
3 55 53 96.4
4 53 48 90.6
5 48 44 91.7
6 44 43 97.7
7 43 40 93.0
8 40 38 95.0
9 38 37 97.4
10 37 34 91.9
11 34 34 100.0
12 34 33 97.1
13 33 33 100.0
14 33 31 93.9
15 31 30 96.8
16 30 29 96.7
17 29 29 100.0
18 29 28 96.6
19 28 27 96.4
20 27 25 92.6

Speak Better Spanish class ledger, January 6 2020 to July 24 2026.

Raw CSV
class_number,students_reaching,continued_to_next,continuation_rate_pct
1,67,58,86.6
2,58,55,94.8
3,55,53,96.4
4,53,48,90.6
5,48,44,91.7
6,44,43,97.7
7,43,40,93.0
8,40,38,95.0
9,38,37,97.4
10,37,34,91.9
11,34,34,100.0
12,34,33,97.1
13,33,33,100.0
14,33,31,93.9
15,31,30,96.8
16,30,29,96.7
17,29,29,100.0
18,29,28,96.6
19,28,27,96.4
20,27,25,92.6

Students by classes taken

How our 67 students distribute across class counts.

classes taken students
100+ 3
50-99 8
20-49 16
10-19 10
5-9 11
2-4 10
1 9

Speak Better Spanish class ledger, January 6 2020 to July 24 2026, 67 students, 1,896 classes. Attribution: https://speakbetterspanish.com/research/

Raw CSV
classes_taken,students
100+,3
50-99,8
20-49,16
10-19,10
5-9,11
2-4,10
1,9

Learner sticking points

27 topics coded across 113 one-to-one class sessions with 16 adult learners.

topic sessions pct of sessions distinct students sessions with a confusion marker
Mexican and regional usage 52 46.0 15 52
conversation confidence 42 37.2 11 42
pronunciation and accents 80 70.8 10 79
listening speed 40 35.4 10 40
vocabulary gaps (how do you say) 54 47.8 9 54
preterite vs imperfect 28 24.8 8 27
stem changing verbs 26 23.0 7 26
reflexive verbs 21 18.6 7 20
medical and workplace Spanish 67 59.3 6 67
numbers and telling time 51 45.1 5 51
subjunctive 28 24.8 5 28
ser vs estar 13 11.5 5 13
tener idioms 11 9.7 5 11
gender and agreement 30 26.5 4 30
commands and imperative 10 8.8 4 10
false friends and lookalikes 9 8.0 4 9
future and ir a 9 8.0 4 9
haber and hay 8 7.1 4 8
tu vs usted (formality) 16 14.2 3 16
object pronouns (le, lo, se) 12 10.6 3 11
prepositions 12 10.6 3 12
gustar-type verbs 8 7.1 3 7
question words 6 5.3 3 6
por vs para 3 2.7 2 3
present perfect 3 2.7 2 3
saber vs conocer 2 1.8 2 2
adjective placement 3 2.7 1 3

Speak Better Spanish class summary corpus, 113 one to one sessions, 23 adult learners, January 2025 to September 2026.

Raw CSV
topic,sessions,pct_of_sessions,distinct_students,sessions_with_a_confusion_marker
Mexican and regional usage,52,46.0,15,52
conversation confidence,42,37.2,11,42
pronunciation and accents,80,70.8,10,79
listening speed,40,35.4,10,40
vocabulary gaps (how do you say),54,47.8,9,54
preterite vs imperfect,28,24.8,8,27
stem changing verbs,26,23.0,7,26
reflexive verbs,21,18.6,7,20
medical and workplace Spanish,67,59.3,6,67
numbers and telling time,51,45.1,5,51
subjunctive,28,24.8,5,28
ser vs estar,13,11.5,5,13
tener idioms,11,9.7,5,11
gender and agreement,30,26.5,4,30
commands and imperative,10,8.8,4,10
false friends and lookalikes,9,8.0,4,9
future and ir a,9,8.0,4,9
haber and hay,8,7.1,4,8
tu vs usted (formality),16,14.2,3,16
"object pronouns (le, lo, se)",12,10.6,3,11
prepositions,12,10.6,3,12
gustar-type verbs,8,7.1,3,7
question words,6,5.3,3,6
por vs para,3,2.7,2,3
present perfect,3,2.7,2,3
saber vs conocer,2,1.8,2,2
adjective placement,3,2.7,1,3

YouTube comment types

437 viewer comments tallied into eight keyword buckets.

bucket comments pct of viewer comments
question 62 14.2
asks_how_to_say 5 1.1
comparison_or_confusion 25 5.7
regional_variation 28 6.4
native_or_correction 20 4.6
praise 148 33.9
request_for_content 5 1.1
learner_context 18 4.1
pronunciation 21 4.8

Speak Better Spanish YouTube channel, 437 viewer comments across 157 public videos, pulled September 20 2026.

Raw CSV
bucket,comments,pct_of_viewer_comments
question,62,14.2
asks_how_to_say,5,1.1
comparison_or_confusion,25,5.7
regional_variation,28,6.4
native_or_correction,20,4.6
praise,148,33.9
request_for_content,5,1.1
learner_context,18,4.1
pronunciation,21,4.8
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