Stock Price Trends

Duolingo Inc (DUOL)

None

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 764.39% per annum.
  • DUOL price at the close of November 20, 2024 was $331.14 and was inside the primary price channel.
  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 167.65% per annum.
  • DUOL price at the close of November 20, 2024 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 DUOL 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: July 18, 2024
End date: November 20, 2024

a = -1.3107

b = 0.0059

s = 0.0614

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0059) – 1
= 764.39%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0614) – 1
= 27.83%

July 18, 2024 calculations

Top border of price channel:

Exp(Y747)
= Exp(a + b × X747 + 2 × s)
= Exp(a + b × 1,086 + 2 × s)
= Exp(-1.3107 + 0.0059 × 1,086 + 2 × 0.0614)
= Exp(5.2295)
= $186.70

Bottom border of price channel:

Exp(Y747)
= Exp(a + b × X747 – 2 × s)
= Exp(a + b × 1,086 – 2 × s)
= Exp(-1.3107 + 0.0059 × 1,086 – 2 × 0.0614)
= Exp(4.9840)
= $146.06

November 20, 2024 calculations

Top border of price channel:

Exp(Y835)
= Exp(a + b × X835 + 2 × s)
= Exp(a + b × 1,211 + 2 × s)
= Exp(-1.3107 + 0.0059 × 1,211 + 2 × 0.0614)
= Exp(5.9681)
= $390.77

Bottom border of price channel:

Exp(Y835)
= Exp(a + b × X835 – 2 × s)
= Exp(a + b × 1,211 – 2 × s)
= Exp(-1.3107 + 0.0059 × 1,211 – 2 × 0.0614)
= Exp(5.7226)
= $305.71

Description

  • The primary trend is increasing.
  • The growth rate of the primary trend is 764.39% per annum.
  • DUOL price at the close of November 20, 2024 was $331.14 and was inside the primary price channel.

Secondary Trend

Start date: September 19, 2024
End date: November 20, 2024

a = 2.4966

b = 0.0027

s = 0.0271

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0027) – 1
= 167.65%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0271) – 1
= 11.45%

September 19, 2024 calculations

Top border of price channel:

Exp(Y791)
= Exp(a + b × X791 + 2 × s)
= Exp(a + b × 1,149 + 2 × s)
= Exp(2.4966 + 0.0027 × 1,149 + 2 × 0.0271)
= Exp(5.6499)
= $284.27

Bottom border of price channel:

Exp(Y791)
= Exp(a + b × X791 – 2 × s)
= Exp(a + b × 1,149 – 2 × s)
= Exp(2.4966 + 0.0027 × 1,149 – 2 × 0.0271)
= Exp(5.5416)
= $255.08

November 20, 2024 calculations

Top border of price channel:

Exp(Y835)
= Exp(a + b × X835 + 2 × s)
= Exp(a + b × 1,211 + 2 × s)
= Exp(2.4966 + 0.0027 × 1,211 + 2 × 0.0271)
= Exp(5.8172)
= $336.02

Bottom border of price channel:

Exp(Y835)
= Exp(a + b × X835 – 2 × s)
= Exp(a + b × 1,211 – 2 × s)
= Exp(2.4966 + 0.0027 × 1,211 – 2 × 0.0271)
= Exp(5.7088)
= $301.51

Description

  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 167.65% per annum.
  • DUOL price at the close of November 20, 2024 was inside the secondary price channel.