Stock Price Trends

AGCO Corporation (AGCO)

AGCO Corporation manufactures and distributes agricultural equipment and related spare parts worldwide. The company is headquartered in Duluth, Georgia.

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 13.96% per annum.
  • AGCO price at the close of November 19, 2024 was $91.76 and was inside the primary price channel.
  • The secondary trend is decreasing.
  • The decline rate of the secondary trend is 26.10% per annum.
  • AGCO price at the close of November 19, 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 AGCO 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: November 23, 2022
End date: November 19, 2024

a = 5.3182

b = -0.0004

s = 0.0618

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × -0.0004) – 1
= -13.96%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0618) – 1
= 28.07%

November 23, 2022 calculations

Top border of price channel:

Exp(Y758)
= Exp(a + b × X758 + 2 × s)
= Exp(a + b × 1,099 + 2 × s)
= Exp(5.3182 + -0.0004 × 1,099 + 2 × 0.0618)
= Exp(4.9892)
= $146.81

Bottom border of price channel:

Exp(Y758)
= Exp(a + b × X758 – 2 × s)
= Exp(a + b × 1,099 – 2 × s)
= Exp(5.3182 + -0.0004 × 1,099 – 2 × 0.0618)
= Exp(4.7418)
= $114.64

November 19, 2024 calculations

Top border of price channel:

Exp(Y1,257)
= Exp(a + b × X1,257 + 2 × s)
= Exp(a + b × 1,826 + 2 × s)
= Exp(5.3182 + -0.0004 × 1,826 + 2 × 0.0618)
= Exp(4.6897)
= $108.82

Bottom border of price channel:

Exp(Y1,257)
= Exp(a + b × X1,257 – 2 × s)
= Exp(a + b × 1,826 – 2 × s)
= Exp(5.3182 + -0.0004 × 1,826 – 2 × 0.0618)
= Exp(4.4423)
= $84.97

Description

  • The primary trend is decreasing.
  • The decline rate of the primary trend is 13.96% per annum.
  • AGCO price at the close of November 19, 2024 was $91.76 and was inside the primary price channel.

Secondary Trend

Start date: December 14, 2023
End date: November 19, 2024

a = 6.0137

b = -0.0008

s = 0.0557

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × -0.0008) – 1
= -26.10%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0557) – 1
= 24.96%

December 14, 2023 calculations

Top border of price channel:

Exp(Y1,023)
= Exp(a + b × X1,023 + 2 × s)
= Exp(a + b × 1,485 + 2 × s)
= Exp(6.0137 + -0.0008 × 1,485 + 2 × 0.0557)
= Exp(4.8946)
= $133.57

Bottom border of price channel:

Exp(Y1,023)
= Exp(a + b × X1,023 – 2 × s)
= Exp(a + b × 1,485 – 2 × s)
= Exp(6.0137 + -0.0008 × 1,485 – 2 × 0.0557)
= Exp(4.6718)
= $106.89

November 19, 2024 calculations

Top border of price channel:

Exp(Y1,257)
= Exp(a + b × X1,257 + 2 × s)
= Exp(a + b × 1,826 + 2 × s)
= Exp(6.0137 + -0.0008 × 1,826 + 2 × 0.0557)
= Exp(4.6121)
= $100.69

Bottom border of price channel:

Exp(Y1,257)
= Exp(a + b × X1,257 – 2 × s)
= Exp(a + b × 1,826 – 2 × s)
= Exp(6.0137 + -0.0008 × 1,826 – 2 × 0.0557)
= Exp(4.3893)
= $80.58

Description

  • The secondary trend is decreasing.
  • The decline rate of the secondary trend is 26.10% per annum.
  • AGCO price at the close of November 19, 2024 was inside the secondary price channel.

See Also