Have the answers thus far failed to appreciate the simple reading of the verse?
That which is born of the flesh is flesh, and that which is born of the Spirit is spirit. John 3:6
The fleshly birth we understand without complication. One is flesh b/c they were born in it and will remain so until something of vast significance happens.
...that which has been born of the Spirit is spirit.
This is not talking about the deposit we receive (generally) at baptism and the laying of hands. Let's review these texts before moving on.
Now He who establishes us with you in Christ and anointed us is God, 22who also sealed us and gave us the spirit in our hearts as a pledge. 1Cor 1:21-
In him, you also, after listening to the message of truth, the gospel of your salvation—having also believed, you were sealed in him with the holy spirit of the promise, 14who is a first instalment of our inheritance, in regard to the redemption of God’s own possession, to the praise of His glory. Eph 1:13-
For all who are being led by the Spirit of God, these are sons and daughters of God. 15For you have not received a spirit of slavery leading to fear again, but you have received a spirit of adoption as sons and daughters by which we cry out, “Abba! Father!” 16The Spirit Himself testifies with our spirit that we are children of God Rom 8:14-
Notice none of these mention rebirth, but a looking forward in hope with a sealing, a deposit, an instalment, a pledge but not a change from fleshly life (the first birth) to spirit life (the second birth from above).
While it's widely accepted that this 'receiving the spirit' is a rebirth, a born-again moment, the Bible doesn't provide this.
...that which has been born of the Spirit IS spirit.
What John does say is that the rebirth, (the born from above) will make us not flesh anymore but spirit - not a deposit but a total change from flesh to spirit - we will not be flesh anymore! Framed precisely by Peter referring to Jesus' new life - the firstborn of many brethren -
For Christ ... having been put to death in the flesh, but made alive in the spirit. 1Pet 3:18
For those whom He foreknew, He also predestined to become conformed to the image of His Son, so that he would be the firstborn among many brethren (brothers and sisters) Rom 8:29
Jesus, the firstborn from the dead (Col 1) and firstborn of creation, is the pioneer of being 'born from above' - of receiving a change from flesh to spirit. In like manner, those who follow at his return will BE spirit. This has not yet happened to anyone except Jesus.
...that which has been born of the Spirit IS spirit.
No one who is born of God practices sin, because His seed abides in him; and he cannot sin, because he is born of God 1 John 3:9
Paul reminds that baptism is merely the beginning of salvation - a symbolic joining with Christ's death and resurrection. Just as the deposit is symbolic of the new spirit life gained when the flesh is replaced - when? Notice the last part about resurrection - not baptism.
Or do you not know that all of us who have been baptized into Christ Jesus have been baptized into his death? 4Therefore we have been buried with him through baptism into death, so that, just as Christ was raised from the dead through the glory of the Father, so we too may walk in newness of life. 5For if we have become united with him in the likeness of his death, certainly we shall also be in the likeness of his resurrection Rom 6:3-
Behold, I am telling you a mystery; we will not all sleep, but we will all be changed, 52in a moment, in the twinkling of an eye, at the last trumpet; for the trumpet will sound, and the dead will be raised imperishable, and we will be changed. 1Cor 15:51
Conclusion:
If those born of spirit ARE spirit, then this new birth has nothing to do with baptism which grants only a deposit of spirit to begin the transformation process. Which concludes at Jesus' return and the 1st resurrection and the change from flesh to spirit life as Jesus experienced - the firstborn of creation, at his resurrection.
If we can still die - we are not spirit. We are united with Jesus' death at baptism, and united with his life at resurrection.