Stock Price Trends

American Financial Group Inc (AFG)

American Financial Group, Inc., an insurance holding company, offers property and casualty insurance products in the United States. The company is headquartered in Cincinnati, Ohio.

Stock Price Trends

Stock price trends estimated using linear regression.

Key facts

  • The primary trend is decreasing.
  • The decline rate of the primary trend is 1.12% per annum.
  • AFG price at the close of July 25, 2024 was $124.70 and was inside the primary price channel.
  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 37.54% per annum.
  • AFG price at the close of July 25, 2024 was lower than the bottom border of the secondary price channel by $4.44 (3.44%). This indicates a possible reversal in the secondary trend direction.
  • The direction of the secondary trend is opposite to the direction of the primary trend. This indicates a possible reversal in the direction of the primary trend.

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 AFG 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: October 6, 2021
End date: February 20, 2024

a = 4.7764

b = 0.0000

s = 0.0594

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0000) – 1
= -1.12%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0594) – 1
= 26.83%

October 6, 2021 calculations

Top border of price channel:

Exp(Y554)
= Exp(a + b × X554 + 2 × s)
= Exp(a + b × 803 + 2 × s)
= Exp(4.7764 + 0.0000 × 803 + 2 × 0.0594)
= Exp(4.8705)
= $130.38

Bottom border of price channel:

Exp(Y554)
= Exp(a + b × X554 – 2 × s)
= Exp(a + b × 803 – 2 × s)
= Exp(4.7764 + 0.0000 × 803 – 2 × 0.0594)
= Exp(4.6328)
= $102.80

February 20, 2024 calculations

Top border of price channel:

Exp(Y1,149)
= Exp(a + b × X1,149 + 2 × s)
= Exp(a + b × 1,670 + 2 × s)
= Exp(4.7764 + 0.0000 × 1,670 + 2 × 0.0594)
= Exp(4.8437)
= $126.94

Bottom border of price channel:

Exp(Y1,149)
= Exp(a + b × X1,149 – 2 × s)
= Exp(a + b × 1,670 – 2 × s)
= Exp(4.7764 + 0.0000 × 1,670 – 2 × 0.0594)
= Exp(4.6060)
= $100.09

Description

  • The primary trend is decreasing.
  • The decline rate of the primary trend is 1.12% per annum.
  • AFG price at the close of July 25, 2024 was $124.70 and was inside the primary price channel.

Secondary Trend

Start date: August 3, 2023
End date: June 7, 2024

a = 3.3360

b = 0.0009

s = 0.0348

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0009) – 1
= 37.54%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0348) – 1
= 14.95%

August 3, 2023 calculations

Top border of price channel:

Exp(Y1,012)
= Exp(a + b × X1,012 + 2 × s)
= Exp(a + b × 1,469 + 2 × s)
= Exp(3.3360 + 0.0009 × 1,469 + 2 × 0.0348)
= Exp(4.6885)
= $108.69

Bottom border of price channel:

Exp(Y1,012)
= Exp(a + b × X1,012 – 2 × s)
= Exp(a + b × 1,469 – 2 × s)
= Exp(3.3360 + 0.0009 × 1,469 – 2 × 0.0348)
= Exp(4.5492)
= $94.55

June 7, 2024 calculations

Top border of price channel:

Exp(Y1,225)
= Exp(a + b × X1,225 + 2 × s)
= Exp(a + b × 1,778 + 2 × s)
= Exp(3.3360 + 0.0009 × 1,778 + 2 × 0.0348)
= Exp(4.9583)
= $142.35

Bottom border of price channel:

Exp(Y1,225)
= Exp(a + b × X1,225 – 2 × s)
= Exp(a + b × 1,778 – 2 × s)
= Exp(3.3360 + 0.0009 × 1,778 – 2 × 0.0348)
= Exp(4.8190)
= $123.84

Description

  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 37.54% per annum.
  • AFG price at the close of July 25, 2024 was lower than the bottom border of the secondary price channel by $4.44 (3.44%). This indicates a possible reversal in the secondary trend direction.