> There is no change in the value of the company. There are fewer shares outstanding though which means each existing share is worth more.
The company's value decreases by the buyback amount. Share price (ignoring positive signalling impact) remains unchanged.
E.g. Company has $100 market cap with 10 outstanding shares at $10/share. Company does $10 buyback. Afterwards, company has $90 market cap with 9 outstanding shares at $10/share.