Fundamental analysis Macroeconomic indicators

The Impact of Money Supply Changes on Financial Markets

Антон Волков 07 July 2022 499 4 The Impact of Money Supply Changes on Financial Markets

Money supply is the total amount of money in circulation. Depending on what kind of funds are taken into account, the money supply is divided into certain monetary aggregates:


  • M0: cash (banknotes and coins)


  • M1: M0 + funds on current accounts (checking deposits and demand deposits)


  • M2: M1 + savings deposits + money market funds + certificates of deposit

 

Including liquid forms of money, the aggregate M2 characterizes money in the broadest sense of the word. In the long run, the money supply tends to grow, with growth moving from linear to exponential in recent decades. This is due to the huge volumes of liquidity pumped into the global financial system from the 2008 crisis to the present.

 

Despite the persistent uptrend of the aggregate M2, in the short term, the money supply can either increase or decrease. The decrease occurs in 23.2% of cases. In this study, we will consider whether it is possible to use data on changes in the value of the money supply for trading in financial markets.

Hypothesis
To conclusion

A decrease in the money supply leads to a fall in the stock market, a fall in gold and a strengthening of the US dollar. Accordingly, an increase in the money supply leads to an increase in the stock market, an increase in gold and a decrease in the US dollar.

К выводам
Data used

Money supply aggregate M2:


https://fred.stlouisfed.org/series/M2


Historical data on quotes of world currencies, the S&P 500 index and gold:

  • AUDUSD
  • EURUSD
  • GBPUSD
  • NZDUSD
  • USDCAD
  • USDCHF
  • USDJPY
  • USDRUB
  • Gold
  • S&P 500 index

Timeframe – W (weekly).

Period - from 1981 to 2020

There are 2,093 values of the money supply aggregate M2 in total.


Strategy



Entry into the market - at the opening of Tuesday after the publication of data on the M2 aggregate on Mondays.

 

Exit from the market:

  • On Friday of the 1st week (market entry week)
  • On Friday of the 2nd week
  • On Friday of the 3rd week
  • On Friday of the 4th week
  • At the opening of Tuesday when the opposite signal appears

If Friday is a day off, exiting the trade on Thursday of the same week.

 

When the money supply grows: we buy gold, the S&P 500 index and pairs with the quoted currency USD, we sell pairs with the base currency USD.

 

With the money supply decreases: we sell gold, the S&P 500 index and pairs with the quoted currency USD, we buy pairs with the base currency USD.



The strategy will be evaluated according to the following criteria:



  • The average rate of return reflects the relative change in the quotes of financial instruments in percentage. A positive value of the rate of return indicates the profitability of the strategy, a negative one indicates a loss. 


The average rate of return (D) of a financial instrument is calculated using the formula:


D = Σ P (%) / n,


where:

n is the number of trades;


 

P (%) – the percentage of change in the quote of a financial instrument at the time of fixing a position, is calculated as follows:

 

for buy positions

P (%) = (position closing price - position opening price) / position opening price * 100%

 

for sell positions

P (%) = (position opening price - position closing price) / position opening price * 100%

 



  • The total rate of return (TD) is the sum of the profits from all trades. The greater the value of the total rate of return, the greater the profit brought by the signal during its testing period. 
The Impact of Money Supply Changes on Financial Markets - Photo 1


  • Maximum drawdown (MaxDD) is the maximum loss in percentage terms from fixing unprofitable trades for the entire testing period. The lower the value of the maximum drawdown, the better the trading signal works.


MaxDD = | min ( DD1: DDn ) |

DDn = TDn – max ( TD1: TDn )


where:

 

n – number of trades;

D – rate of return;

TDn – total rate of return of n trades;

DDn – drawdown at the time of closing the n-th trade;

MaxDD – maximum drawdown.



Analysis of the obtained results



Let's consider the results of the strategy with an exit on the 1st, 2nd, 3rd, 4th weeks after entering the trade:

The Impact of Money Supply Changes on Financial Markets - Photo 2The Impact of Money Supply Changes on Financial Markets - Photo 3The Impact of Money Supply Changes on Financial Markets - Photo 4The Impact of Money Supply Changes on Financial Markets - Photo 5

With exit options on the 1st and 2nd weeks after entering the trade, the considered financial instruments have not shown a rate of return exceeding a significant level of 0.3%.

Currency pairs also have not shown a significant level of rate of return when exiting trades on the 3rd and 4th weeks after entry.


Gold has shown a significant rate of return of 0.33% when exiting trades on the 4th week after entry.

The S&P 500 index has shown significant rates of return of 0.38% and 0.44% when exiting trades on the 3rd and 4th weeks after entry.

The Impact of Money Supply Changes on Financial Markets - Photo 6The Impact of Money Supply Changes on Financial Markets - Photo 7

Despite significant rates of return for gold and the S&P 500 index, trading according to the indicated strategy leads to a very high level of risk: the maximum drawdown for gold exceeds 200%, for the S&P 500 the maximum drawdown is 89.57% and 175.69%, respectively.

 


Further, let’s consider the results of the strategy with an exit on the opposite signal:

The Impact of Money Supply Changes on Financial Markets - Photo 8The Impact of Money Supply Changes on Financial Markets - Photo 9

In general, the results are similar to the results of the strategy when exiting on the 1st, 2nd, 3rd, 4th week after entering the trade: currency pairs show a negative rate of return, while gold and the S&P 500 index have a positive average rate of return.

The Impact of Money Supply Changes on Financial Markets - Photo 10The Impact of Money Supply Changes on Financial Markets - Photo 11

The exit on the opposite signal has led to a significant decrease in the risk level of the strategy: the maximum drawdown for gold has decreased from 200.43% to 101.38%, but this is still a very high figure. For the S&P 500 index, the maximum drawdown has decreased from 175.69% to 59.12%. This drawdown level would be considered acceptable, but the average rate of return (0.18%) of the strategy does not compensate for such a risk with a significant level of profitability.

Conclusion

The use of data on changes in the value of the money supply as a signal for making transactions in the financial markets has shown low efficiency. The average rate of return for currency pairs does not reach a significant level.


For gold and the S&P 500 index, the strategy shows a significant rate of return when exiting on the 3rd and 4th week after entering the trade. But at the same time, the high level of maximum drawdown does not allow us to consider the strategy effective and in these cases.


The effectiveness of using data on changes in the money supply in the United States for trading in financial markets has not been identified.

Detailed results are shown in the Appendix:

XLSX (0.07 MB)The impact of money supply changes on financial markets.xlsx

Comments

4

Write the comment

Commenting rules
Only authorized users can leave comments. Sign in, please.
Only users with verified email can leave comments. To verify your email, click on the link in the message that has been sent to your email address . Send an email for activation again.