If all trades dont take place on an exchange, could you be mislead into thinking you have edge?

Say, for example, you are testing a system on US equities with NYSE trade data.

There are tons of other transactions that are OTC, OTC derivative transactions not hitting an exchange, or even trades from dark pools. All of which not being traded on the exchange. Therefore the data you are analyzing does not show the full picture.

Therefore, in theory, there is data out there that you are not accounting for, which could have huge impacts on price movements and lead you into thinking there is an edge when there really isn't.

Am I thinking of this the right way, or am I wrong here?

Thanks!
 
Say, for example, you are testing a system on US equities with NYSE trade data.

There are tons of other transactions that are OTC, OTC derivative transactions not hitting an exchange, or even trades from dark pools. All of which not being traded on the exchange. Therefore the data you are analyzing does not show the full picture.

Therefore, in theory, there is data out there that you are not accounting for, which could have huge impacts on price movements and lead you into thinking there is an edge when there really isn't.

Am I thinking of this the right way, or am I wrong here?

Thanks!
All trades executed on stocks listed on an US Exchange are reported to an exchange (and print on the tape), even trades filled on dark pools.

OTC stocks (so called pink sheet) are not listed, hence not reported.
 
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