Skip to content
Thursday 30 July 2026London --:--Frankfurt --:--Zurich --:--
NewslettersSearchEN · DE
City PM

European business, markets and politics

FTSE 100
10,908.41
+0.34%
DAX
25,460.48
-0.01%
CAC 40
8,408.27
0.00%
STOXX 50
6,248.84
-0.65%
  • Europe
  • Markets
  • Business
  • Economy
  • Technology
  • Politics
  • Opinion
More
GermanyFranceBankingAIEnergyFintechPropertyCapital Markets
  • Germany
  • France
  • Europe
  • Markets
  • Business
  • Economy
  • Technology
  • Politics
  • Opinion
  • DE
Tuesday 06 November 2012 7:15 pm  |  Updated:  Thursday 30 May 2019 10:18 am

Learning from models behaving badly

By: KCS-content

Add as a preferred source on Google

FOREIGN exchange is the world’s largest and most liquid market. Some estimates put the average daily turnover at $4 trillion (£2.5 trillion). Currency is traded over the counter rather than on an exchange, meaning that the machines do not have to be turned on to get a counter-party to your trade. It is traded 24 hours a day, five days a week – from 20:15 on Sunday night until 22:00 on Friday. Though I wouldn’t recommend it, you can buy euros while Brussels is asleep, and sell dollars before New York wakes up.

With the size, liquidity and ease of access of the global foreign exchange market, it can be easy to just dive in, trade and refine your strategies as you go along. But it can be useful to take a step back from the trading screen and take a bottom-up view (not like that) of the fundamentals that drive currency flows. At the same time, where the real world deviates from the theory can teach you when to tread carefully in the markets.

IMPORTANCE OF CURVES
At its most basic, foreign exchange is dictated by supply and demand. In an efficient market, exchange rates will move to ensure that total demand for a currency equals the total supply. Whenever a domestic currency is sold to buy a foreign currency, demand for that foreign currency and a supply of the domestic currency is created. If a country’s balance of payments moves into a deficit – domestic supply exceeding foreign demand – exchange rates will fall, reducing the price of the domestic currency until the balance of payments is restored to equilibrium.

BREAKING THE BONDS
When economies under the Bretton Woods system of fixed currencies approached the transition to free-floating currencies, their respective monetary authorities had to make attempts to forecast the outcome of this shift, and whether structural models of exchange rates would be of systemic forecasting value. The modern foreign exchange market is a very different place to the early 70s, but work by Kenneth Rogoff and Richard Meese of the Federal Reserve at the time still gives insight into he issues of foreign exchange forecasting. Based on the classic elasticities approach of supply and demand, markets ought to be much less volatile than they are in reality. It is a given now, but the theory is that markets do not just respond to this classic, and easily forecastable supply-demand model, but to market expectations of future developments in the fundamentals – including outputs and money supply.

DIFFICULT RELATIONSHIP
And this is where foreign exchange rate forecasting starts to become much more complex. In doing so it also throws a spanner or two into the works of foreign exchange forecasting. The first proverbial spanner comes in the form of the link between prices and exchange rates. Pretty much any theoretical model of nominal exchange rates relies on purchasing power parity (PPP). There should be a long-term relation between national price levels and exchange rates. If you can use these national price deviations, you should be able to model foreign exchange rates. The problem is that these PPP rates have a very long- relationship – with a half life of 3 years or more.

The second issue relating to the disconnect between exchange rates and fundamentals was cited by Rogoff himself, as one of the six millennium major puzzles in international macroeconomics. That is, not only do macroeconomic fundamentals fail to explain the effects of exchange rates, but it is not easy to systematically trace back the effects of exchange rates to economic fundamentals either.

GETTING INTO MODELLING
So what do these difficulties in forecasting foreign exchange rates teach you, the retail trader? First of all, you should be grateful that it is so difficult. If it was possible to perfectly model and forecast the foreign exchange market, it would be nigh on impossible for the retail trader to make money. Secondly, it highlights the risks inherent in fundamental analysis. Markets are not rational. And, given the same fundamentals of outputs and money supply 12 different times, they will react in a dozen different reactions. That is not to say non-linear foreign exchange modelling cannot produce a workable trading system – the enormous electronic trading market would back this up. But traders trying to model markets should tread carefully.

Share this article

  • Facebook
  • X
  • LinkedIn
  • WhatsApp
  • Email

Similarly tagged content:

Sections

  • Jobs and Money

Categories

  • Money

Related Topics

  • NULL

Trending Articles

  • EY and London managing partner fined over £1.3m for audit failure

  • Lloyd’s of London allows staff to work from home as heatwave hits the capital

  • PwC thought leadership reports ‘100 per cent AI generated’

  • Big Four’s AIM exodus accelerates as mid-tier firms seize mandates

  • As it happened: Stocks jump as oil drops; Unilever shares soar on decade-best sales

More from City PM

  • London Stock Exchange unveils ‘LSE24’ round-the-clock trading venue

    Markets
    Given no article content, categories, or tags, and a generic filename, I cannot generate a specific alt text. I need more ...
  • FTSE 100 Segro ‘minded to accept’ £14bn Prologis takeover

    Property
    David Sleath, Chief Executive Officer, delivering a speech at a business conference with a focused expression.
  • Engineering group picked off London Stock Exchange in £4.1bn deal

    Markets
    Rotork industrial machinery in manufacturing plant showcasing advanced automation technology and engineering excellence
  • Northern Trust Appointed to Support Invesco’s New Index-Tracking Mutual Fund Range

    Business Wire
  • South Korea is the canary in the coalmine of the AI boom

    Opinion
    Skyline of Seoul, South Korea featuring modern skyscrapers and traditional architecture under a clear blue sky
  • Prologis tables ‘best and final’ £14bn offer for Segro

    Property
    London Stock Exchange interior with a digital display showing LON.STK.EXCH and traders walking past.
  • Easyjet agrees to £5.7bn Apollo takeover

    Aviation
    EasyJet airplane at airport terminal with passengers boarding, representing airline industry and travel news updates
  • Fresh tech sell-off fears as investor chip frenzy cools

    Markets
    Private Credit
CityPM

Independent European business, markets and political news for decision-makers.

Morning Briefing

Europe

  • Germany
  • France
  • Europe
  • UK & Ireland

Business

  • Markets
  • Banking
  • Technology
  • Energy
  • Property
  • Fintech

Editorial

  • Opinion
  • Editorial Policy
  • Corrections
  • Contact

Company

  • About City PM
  • Privacy Policy
  • Terms of Use
  • Cookie Policy
© 2026 City PM Ltd · Published by CityPM Media, Bahnhofstrasse 65, 8001 Zürich, Switzerland
Privacy · Terms · Cookies · Facebook