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Money collected from taxes is basically recorded in a ledger / account by the Treasury. Some people look at this as the end of the lifespan of that money or the destruction of that money.
Money begins its life by being spent by the federal government. They essentially create money with the press of a keystroke (granted they are spending funds which are approved by Congress and allocated for projects), the money credits a Treasury account, then they transfer it / spend it which puts the money into circulation.
The federal government does not actually NEED the money you pay in taxes to fund their spending. Money does not come from people. It is created solely by the treasury. The federal government WANTS the money from taxes to approximately match the amount they put into circulation through spending in order to prevent runaway inflation. If they spend more than they collect they are adding to the supply of money which seems to be normal for a society with a growing population and successful marketplaces, but if they spend too much you get inflation.
The federal government believes that balancing is important. They want the amount of goods and services that America exports globally to match the amount America imports. Each year there is a deficit which means that America receives more goods and services than it exports. In order to balance this, the Treasury issues bonds equaling the amount of the year's trade deficit. We don't have to do this but we choose to because we believe it will create financial stability.
When the US issues bonds it collects money and gives a promise to make interest payments and to repay those bonds when they are due. Those bonds are debt. This is essentially how the government borrows money.
This is a fantastic article from the Bank of England which is like the US Treasury https://share.google/GmWpluu76vSJpuw5C
Edit: read the discussion below for more context and clarification. Banks create more money then the federal government does, I wasn't aware.
For the benefit of non-Google users, here is the unshortened URL for that Bank of England article: https://www.bankofengland.co.uk/-/media/boe/files/quarterly-bulletin/2014/money-creation-in-the-modern-economy
With that said, while this comment does correctly describe what the USA federal government does with tax revenues, it is mixing up the separate roles of the government (via the US Treasury) and the Federal Reserve.
The Federal Reserve is the central bank in the USA, and is equivalent to the Bank of England (despite the name, the BoE serves the entire UK). The Federal Reserve is often shortened to "the Fed" by finance people, which only adds to the confusion between the Fed and the federal government. The central bank is responsible for keeping the currency healthy, such as preventing runaway inflation and preventing banking destabilization.
Whereas the US Treasury is the equivalent to the UK's HM Treasury, and is the government's agent that can go to the Federal Reserve to get cash. The Treasury does this by giving the Federal Reserve some bonds, and in turn receives cash that can be spent for employee salaries, capital expenditures, or whatever else Congress has authorized. We have not created any new money yet; this is an equal exchange of bonds for dollars, no different than what you or I can do by going to treasurydirect.gov and buying USA bonds: we give them money, they give us a bond. Such government bonds are an obligation that the government must pay in the future.
The Federal Reserve is the entity that can creates dollars out of thin air, bevause they control the interest rate of the dollar. But outside of major financial crisis, they only permit the dollar to inflate around 2% per year. That's 2% new money being created from nothing, and that money can be swapped with the Treasury, thus the Federal Reserve ends up holding a large quantity of federal government bonds.
Drawing the distinction between the Federal Reserve and the government is important, because their goals can sometimes be at odds: in the late 1970s, the Iranian oil crisis caused horrific inflation, approaching 20%. Such unsustainable inflation threatened to spiral out of control, but also disincentivized investment and business opportunities: why start a new risky venture when a savings account would pay 15% interest? Knowing that this would be the fate of the economy if left unchecked, the Federal Reserve began to sell off huge quantities of its government bonds, thus pulling cash out of the economy. This curbed inflatable, but also created a recession in 1982, because any new venture needs cash but the Feds sucked it all up. Meanwhile, the Reagan administration would not have been pleased about this, because no government likes a recession. In the end, the recession subsided, as did inflation and unemployment levels, thus the economy escaped a doom spiral with only minor bruising.
To be abundantly clear, the Federal Reserve did indeed cause a recession. But the worse alternative was a recession that also came with a collapsed US dollar, unemployment that would run so deep that whole industries lose the workers needed to restart post-recession, and the wholesale emptying of the Federal Reserve and Treasury's coffers. In that alternate scenario, we would have fired all our guns and have lost anyway.
They control the base currency by physically printing dollars and lending money directly to banks. Then, more significantly, they influence the money supply by influencing how much commercial banks are lending, through interest rate operations, and sometimes through market operations that provide liquidity for certain types of securities (especially government bonds).
Taken together, it's the power to create or destroy money in response to macroeconomic trends.
The Federal Reserve system is independant of the US federal government. Doesn't the government of the UK own the Bank of England?
Kinda. The board of governors is chosen by the president to 14-year terms, theoretically making them independent of any specific President's specific priorities. But there's a Supreme Court case heading when the President can fire the governors, which might effectively end or limit Fed independence.
The individual federal reserve banks also operate in their regions with a lot of leeway to meet local needs, and those are public/private partnerships where nationally chartered banks also have a voice in their operations.