2. Accumulation of US dollar assets
3. Extensive globalization and cross-currency funding

Ideally, US dollar funding gap is measured directly, as the sum of net interbank funding, net FX swap transactions and (possibly) net liabilities to official monetary authorities, in order to pick up the changes in actual net short-term funding liabilities. However, in this analysis, the net FX swap positions are backed out as a residual. Thus, any write-down on the asset side is automatically reflected in a reduction in the estimated net FX swap positions. When asset write-downs are positive, the accuracy of the estimated US dollar funding gap thus depends on the extent to which banks actually unwound the funding positions supporting these written-down assets.

The shortage was primarily due to the expansion in banks' global balance sheets, accumulation of US dollar assets, extensive cross-currency funding, and globalization of banking operations.
Banks, particularly European ones, significantly increased their foreign currency assets, especially US dollar-denominated claims, creating substantial funding requirements that became challenging to meet during the crisis.
Banks funded foreign currency assets, especially US dollar assets, using FX swaps or borrowing in different currencies, which exposed them to funding risk when they couldn't roll over these positions during the crisis.
European banks had accumulated large US dollar assets and funded them with short-term liabilities, often in different currencies. During the crisis, the instability of these funding sources led to severe dollar shortages.
Maturity transformation is when banks use short-term liabilities to fund longer-term assets. During the crisis, banks couldn't roll over their short-term funding, leading to a mismatch between asset durations and funding availability, causing a dollar shortage.
Banks used various methods, including borrowing in domestic currency and converting it to foreign currency, using FX swaps, or borrowing directly in foreign currencies from interbank markets or central banks.
Banks tapped into their US dollar liabilities from their US offices, borrowed from Federal Reserve facilities, and shifted their funding strategies. However, these efforts were often constrained by market conditions and regulatory interventions.
Central banks, including the Federal Reserve, established swap lines with various central banks globally, allowing them to distribute US dollars to banks in their jurisdictions, thereby providing essential liquidity.
Asset write-downs, market liquidity issues, and complex off-balance-sheet positions made it challenging to determine the actual net funding gap, as banks' funding requirements fluctuated with market conditions.
The Federal Reserve's swap lines with other central banks provided a mechanism for global distribution of US dollar liquidity, reducing the funding pressures on banks and stabilizing interbank markets during the crisis.