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Statistical Metrics

This article contains the explanations of the backtest metrics, used to describe and evaluate the characteristics and the performance of an anomaly or a portfolio of anomalies.N°Years: the number of years

  • Andrea Ferrari
    Andrea Ferrari
5 min read
main articles

Calendar Anomalies (3/3) ForecastCycles sections and features

The list of the pages about Anomalies: Anomalies ranking: contains the list of the anomalies and their statistical significativity, both in net and gross returns. Anomaly details: contains the backtest of the anomaly

  • Andrea Ferrari
    Andrea Ferrari
8 min read
strategies

Option Expiration effect (OE)

The options expiration day and the preceding days are important dates for each market as option sellers and buyers strive to push the price in their favor when options expire, which often causes

  • Andrea Ferrari
    Andrea Ferrari
1 min read
strategies

The Lunar cycle effect (Moon)

As moon influences natural events, it can be studied whether moon influences financial markets. The Gregorian calendar month, which is ​1⁄12 of a tropical year, lasts 30.44 days on average, while

  • Andrea Ferrari
    Andrea Ferrari
3 min read
strategies

First Day of the Quarter effect (FDQ)

These strategies enters in the market  at the beginning of each quarter: the 1st of Jan, Mar, Jul, Sep and keep the position open for N days. For example "FDQ 2" opens the

  • Andrea Ferrari
    Andrea Ferrari
1 min read
strategies

January Barometer (JB)

Another anomaly that can be investigated empirically, even if it is not justified by any logical reason, is the January barometer effects. Some research argues, regarding S&P 500, that a positive

  • Andrea Ferrari
    Andrea Ferrari
1 min read
strategies

Within the Year effect (WTY or Max-Min)

There can be a positive period of a year that goes beyond a period of one single month. Every financial instrument can have a different timespan in which its returns are significantly positive

  • Andrea Ferrari
    Andrea Ferrari
1 min read
strategies

Week of the year effect (WOY)

The calendar year is splitted into 52 weeks and it is analyzed the return in each week.  Each week of the year is composed by 7 days, starting from the WOY n°1

  • Andrea Ferrari
    Andrea Ferrari
2 min read
strategies

Month of the year effect (MOY)

These strategies enters in the market at the beginning of a month (1: January, 12: December) and close the position at the end of the same month (MOY) or at the end of

  • Andrea Ferrari
    Andrea Ferrari
7 min read
strategies

Day of the Week effect (TDW)

These strategies use a very simple technique to decide the entry and the exit points. The discretion of whether buy or sell an instrument will be purely given by the day of the

  • Andrea Ferrari
    Andrea Ferrari
7 min read
strategies

Holiday’s effect (HOL)

Interesting periods to be studied are the days that precede and follow public holidays, such as Christmas and New Year. In fact, days preceding holidays are generally associated to a positive mood, which

  • Andrea Ferrari
    Andrea Ferrari
5 min read
strategies

Within the month effect (WTM)

A behavior of a financial instrument is also studied ‘within the month’, by splitting of the month in multiple parts and measuring the returns in each one. A possible explanation of this anomaly

  • Andrea Ferrari
    Andrea Ferrari
3 min read
main articles

Calendar anomalies (1/3) - Theory review

In the first version of Forecastcycles, it was just the investigation of one calendar anomaly: the Month Of the Year (MOY). In the new version there will be investigated over 10 calendar anomalies

  • Andrea Ferrari
    Andrea Ferrari
2 min read
strategies

Turn of the month effect (TOM)

In ForecastCycles there are the following strategies to investigate a potential TOM anomaly in a market: TOM FNM: it opens the position at the opening price of the 1st trading day of the

  • Andrea Ferrari
    Andrea Ferrari
3 min read
main articles

Calendar anomalies (2/3) - Anomaly list

The list of the anomalies available on Forecastcycles: Halloween effect (HAL and HAL_others): also known as “Sell in May and go away” is a market-timing strategy based on the hypothesis that stocks

  • Andrea Ferrari
    Andrea Ferrari
2 min read
strategies

Halloween Effect (HAL)

In ForecastCycles there are two types of strategies linked to Halloween effect: HAL: it operates in the "Halloween period". It enters in the market at the opening price of the 1st

  • Andrea Ferrari
    Andrea Ferrari
3 min read

L'impatto della stagionalità nei mercati finanziari

La stagionalità viene osservata nei grafici come un comportamento ripetitivo di uno strumento finanziario, solitamente all'interno di un anno solare. Ci possono essere molte ragioni per cui la stagionalità è presente nei mercati finanziari, spesso difficili da cogliere..

  • Andrea Ferrari
    Andrea Ferrari
4 min read
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