A typical review looks like this: load the game, run the analysis, scroll through the moves, see the red marks, nod, close the tab. A week later the same mistake comes back.
The reason is that recognising someone else's answer does not build a skill. The reverse order works:
The difference between the two approaches is enormous: the first takes three minutes and gives nothing, the second takes twenty and is worth several games played.
The evaluation is given in pawns: +1.0 means White is about a pawn better, −2.5 means Black is about two and a half pawns better. Mate in N is shown separately.
The key caveat: an engine evaluation is an evaluation for an engine. A position at +0.8 where you must walk twenty moves along a single path is objectively worse for an amateur than an equal position with a clear plan. Do not transfer the machine's verdict onto yourself automatically.
Analysis services usually label moves by how much evaluation they lost. The names differ, the meaning is the same:
Practical advice: review only blunders and mistakes. Chasing inaccuracies at amateur level is a waste of time - they do not change results and they dilute attention.
Look separately at your opponent's moves: their mistakes that you missed are your material too. The moment they left something hanging and you did not notice deserves as much attention as your own blunder.
So the best review is a combined one: your own thoughts first, then the engine, and ideally a conversation with your opponent or a coach afterwards.
The most underrated tool there is. Reviewing one game gives you a fact; reviewing ten in a row starts to show a pattern - and the pattern is what deserves your time.
Keep a simple file and add one line after every review:
After a month the list itself tells you what to study: the same line appearing four times is your topic for the near future. It beats any study plan, because it is about you rather than about an average player.
Go through the game yourself first and mark where you think you went wrong. Only then switch the engine on and compare. The most valuable finds are the errors you did not spot yourself, and the compulsory third step is understanding the mechanism rather than memorising the right move.
White is roughly a pawn and a half better. Up to ±0.5 the position is practically equal, ±1.5 to 3.0 is a serious advantage, beyond ±3.0 it is winning with correct technique. Remember that this is an evaluation for an engine, not a measure of practical difficulty for a human.
At amateur level, no. Review mistakes and blunders: those are what change results. Inaccuracies dilute your attention and rarely affect the outcome of a game.
Why you played what you played, what was practically hard to find, where your time was misspent and what the plan in the position is. It gives the best move, not the idea, and it says nothing about your own habits.
Two or three rather than all of them: take the most painful loss and the game you understood least, and give each about twenty minutes. Beyond that attention drops and the review becomes scrolling through evaluations.
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Improvement - learning as an adult, tactics, reading chess books.