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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
must have collected
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "must have collected" is correct and usable in written English.
It is typically used to express a strong assumption or deduction about a past action or event, indicating that it is likely someone gathered or accumulated something at some point in the past. Example: "Given the extensive data available, they must have collected a significant amount of information before making their decision."
✓ Grammatically correct
News & Media
Science
Wiki
Alternative expressions(20)
must have gathered
must have acquired
must have gotten
must have completed
must have imagined
must have broken
must have missed
must have seen
had to finish
should have finished
must have allocated
must have committed
must have participated
must have contributed
must have come
was required to complete
must have followed
must have eaten
must have anticipated
needed to finalize
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
7 human-written examples
Someone must have collected the manuscripts.
News & Media
They must have collected gold like pocket change.
News & Media
He said the Ampatuans must have collected those when they were still helping the military fight Islamic insurgents.
News & Media
To manufacture the projectile tips, early humans must have collected raw rock materials, gathered wood for burning, known how to heat-treat the silcrete, prepare and trim the blades, and finally attach them to arrows and spears.
News & Media
"I must have collected about 15 pairs of these sunglasses but, over the days of the shoot, Belushi would use them to flirt with girls and give them away if they slept with him.
News & Media
To be classed as an empirical evaluation studies must have collected qualitative or quantitative data on the success of an initiative according to any indicator.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
51 human-written examples
In effect, Judge O'Grady said Mr. Appelbaum and his co-defendants must have known that Twitter would have collected their Internet protocol address and that they agreed to the terms of the company's privacy policy.
News & Media
Two have collected.
News & Media
"We have collected £135m.
News & Media
The N.F.L. draft sent 254 players to new homes that now have to figure out what to do with them, a problem that has plagued the Jets (of course), who must have realized they had collected enough unreliable quarterbacks to field a dodge ball team, for which they might be better suited, and threw Tim Tebow overboard.
News & Media
Simultaneously, intelligence must have been collected and delivered by I.D.F.
News & Media
Expert writing Tips
Best practice
Use "must have collected" to express a strong inference about a past action, based on available evidence. Ensure the context clearly indicates what was gathered or accumulated.
Common error
Avoid using "must have collected" to refer to actions happening in the present. This phrase is specific to past events about which you're drawing a strong conclusion. For example, instead of saying "He must have collected the information now", say "He must be collecting the information now" or "He is probably collecting the information".
Source & Trust
86%
Authority and reliability
4.3/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "must have collected" functions as a modal perfect construction, expressing a strong inference or deduction about a completed action in the past. As Ludwig confirms, it's grammatically correct and suitable for expressing a high degree of certainty about a past event.
Frequent in
News & Media
40%
Science
30%
Wiki
10%
Less common in
Encyclopedias
7%
Formal & Business
7%
Reference
6%
Ludwig's WRAP-UP
In summary, "must have collected" is a grammatically sound phrase used to express a strong inference or deduction about a completed past action. Ludwig AI analysis and examples show it is most frequently found in news and media, as well as scientific contexts, indicating a formal to neutral register. While not extremely common, its usage is correct and valuable for expressing a high degree of certainty about a past event. Remember to reserve its usage to describe things that happened in the past and be aware of the distinction with more uncertain alternatives like “might have collected”.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
must have gathered
Replaces "collected" with "gathered", implying a less formal and perhaps more natural accumulation.
must have accumulated
Uses "accumulated" to emphasize a gradual increase or build-up over time.
must have acquired
Substitutes "collected" with "acquired", suggesting a more deliberate or strategic gathering.
must have assembled
Employs "assembled" to highlight the putting together of different parts or items.
must have compiled
Replaces "collected" with "compiled", indicating a systematic arrangement of information or data.
must have harvested
Uses "harvested" to imply a deliberate gathering, especially in an agricultural or metaphorical context.
must have amassed
Substitutes "collected" with "amassed", suggesting a large quantity has been gathered.
it is likely they gathered
Expresses the idea of likelihood of gathering but without the modal verb "must".
it is probable they gathered
Similar to 'it is likely they gathered' but expresses an even higher degree of probability.
surely they gathered
Indicates a degree of sureness or confidence regarding the action.
FAQs
How can I use "must have collected" in a sentence?
Use "must have collected" to express a strong deduction about a past event, indicating you believe someone gathered something. For example: "They "must have collected" all the necessary data for the report."
What's a more formal alternative to "must have collected"?
A more formal alternative could be "it is highly probable that they acquired". For example: "It is highly probable that they acquired the necessary approvals."
What's the difference between "must have collected" and "might have collected"?
"Must have collected" suggests a strong degree of certainty, whereas "might have collected" implies possibility but not certainty. "They "must have collected" the information" suggests you are confident they did, while "They might have collected the information" is less definitive.
Can I use "must have collected" for future events?
No, "must have collected" refers to past events only. For future events, you would use a different construction like "will collect" or "are expected to collect".
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
86%
Authority and reliability
4.3/5
Expert rating
Real-world application tested