Stock Price Trends

Microsoft Corporation (MSFT)

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Stock Price Trends

Stock price trends estimated using linear regression.

Key facts

  • The primary trend is increasing.
  • The growth rate of the primary trend is 46.90% per annum.
  • MSFT price at the close of October 31, 2025 was $517.81 and was lower than the bottom border of the primary price channel by $155.36 (23.08%). This indicates a possible reversal in the primary trend direction.
  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 19.44% per annum.
  • MSFT price at the close of October 31, 2025 was inside the secondary price channel.

Linear Regression Model

Model equation:
Yi = α + β × Xi + εi

Top border of price channel:
Exp(Yi) = Exp(a + b × Xi + 2 × s)

Bottom border of price channel:
Exp(Yi) = Exp(a + b × Xi – 2 × s)

where:

i - observation number
Yi - natural logarithm of MSFT price
Xi - time index, 1 day interval
σ - standard deviation of εi
a - estimator of α
b - estimator of β
s - estimator of σ
Exp() - calculates the exponent of e


Primary Trend

Start date: August 26, 2022
End date: July 23, 2024

a = 4.6999

b = 0.0011

s = 0.0549

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0011) – 1
= 46.90%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0549) – 1
= 24.58%

August 26, 2022 calculations

Top border of price channel:

Exp(Y457)
= Exp(a + b × X457 + 2 × s)
= Exp(a + b × 662 + 2 × s)
= Exp(4.6999 + 0.0011 × 662 + 2 × 0.0549)
= Exp(5.5073)
= $246.49

Bottom border of price channel:

Exp(Y457)
= Exp(a + b × X457 – 2 × s)
= Exp(a + b × 662 – 2 × s)
= Exp(4.6999 + 0.0011 × 662 – 2 × 0.0549)
= Exp(5.2876)
= $197.86

July 23, 2024 calculations

Top border of price channel:

Exp(Y934)
= Exp(a + b × X934 + 2 × s)
= Exp(a + b × 1,359 + 2 × s)
= Exp(4.6999 + 0.0011 × 1,359 + 2 × 0.0549)
= Exp(6.2418)
= $513.78

Bottom border of price channel:

Exp(Y934)
= Exp(a + b × X934 – 2 × s)
= Exp(a + b × 1,359 – 2 × s)
= Exp(4.6999 + 0.0011 × 1,359 – 2 × 0.0549)
= Exp(6.0220)
= $412.41

Description

  • The primary trend is increasing.
  • The growth rate of the primary trend is 46.90% per annum.
  • MSFT price at the close of October 31, 2025 was $517.81 and was lower than the bottom border of the primary price channel by $155.36 (23.08%). This indicates a possible reversal in the primary trend direction.

Secondary Trend

Start date: April 27, 2023
End date: October 31, 2025

a = 5.3349

b = 0.0005

s = 0.0727

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0005) – 1
= 19.44%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0727) – 1
= 33.74%

April 27, 2023 calculations

Top border of price channel:

Exp(Y624)
= Exp(a + b × X624 + 2 × s)
= Exp(a + b × 906 + 2 × s)
= Exp(5.3349 + 0.0005 × 906 + 2 × 0.0727)
= Exp(5.9211)
= $372.83

Bottom border of price channel:

Exp(Y624)
= Exp(a + b × X624 – 2 × s)
= Exp(a + b × 906 – 2 × s)
= Exp(5.3349 + 0.0005 × 906 – 2 × 0.0727)
= Exp(5.6304)
= $278.78

October 31, 2025 calculations

Top border of price channel:

Exp(Y1,255)
= Exp(a + b × X1,255 + 2 × s)
= Exp(a + b × 1,824 + 2 × s)
= Exp(5.3349 + 0.0005 × 1,824 + 2 × 0.0727)
= Exp(6.3679)
= $582.82

Bottom border of price channel:

Exp(Y1,255)
= Exp(a + b × X1,255 – 2 × s)
= Exp(a + b × 1,824 – 2 × s)
= Exp(5.3349 + 0.0005 × 1,824 – 2 × 0.0727)
= Exp(6.0772)
= $435.80

Description

  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 19.44% per annum.
  • MSFT price at the close of October 31, 2025 was inside the secondary price channel.