Stock Price Trends

Alarm.com Holdings Inc (ALRM)

Alarm.com Holdings, Inc. offers cloud-based solutions for smart residential and commercial properties in the United States and internationally. The company is headquartered in Tysons, Virginia.

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 23.77% per annum.
  • ALRM price at the close of November 19, 2024 was $59.76 and was higher than the top border of the primary price channel by $20.23 (51.17%). This indicates a possible reversal in the primary trend direction.
  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 24.34% per annum.
  • ALRM price at the close of November 19, 2024 was lower than the bottom border of the secondary price channel by $4.50 (7.00%). 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 ALRM 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 27, 2020
End date: August 9, 2023

a = 4.8673

b = -0.0007

s = 0.0839

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × -0.0007) – 1
= -23.77%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0839) – 1
= 39.89%

November 27, 2020 calculations

Top border of price channel:

Exp(Y257)
= Exp(a + b × X257 + 2 × s)
= Exp(a + b × 373 + 2 × s)
= Exp(4.8673 + -0.0007 × 373 + 2 × 0.0839)
= Exp(4.7578)
= $116.49

Bottom border of price channel:

Exp(Y257)
= Exp(a + b × X257 – 2 × s)
= Exp(a + b × 373 – 2 × s)
= Exp(4.8673 + -0.0007 × 373 – 2 × 0.0839)
= Exp(4.4221)
= $83.27

August 9, 2023 calculations

Top border of price channel:

Exp(Y934)
= Exp(a + b × X934 + 2 × s)
= Exp(a + b × 1,358 + 2 × s)
= Exp(4.8673 + -0.0007 × 1,358 + 2 × 0.0839)
= Exp(4.0252)
= $55.99

Bottom border of price channel:

Exp(Y934)
= Exp(a + b × X934 – 2 × s)
= Exp(a + b × 1,358 – 2 × s)
= Exp(4.8673 + -0.0007 × 1,358 – 2 × 0.0839)
= Exp(3.6895)
= $40.02

Description

  • The primary trend is decreasing.
  • The decline rate of the primary trend is 23.77% per annum.
  • ALRM price at the close of November 19, 2024 was $59.76 and was higher than the top border of the primary price channel by $20.23 (51.17%). This indicates a possible reversal in the primary trend direction.

Secondary Trend

Start date: November 2, 2022
End date: August 8, 2024

a = 3.2148

b = 0.0006

s = 0.0708

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0006) – 1
= 24.34%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0708) – 1
= 32.75%

November 2, 2022 calculations

Top border of price channel:

Exp(Y743)
= Exp(a + b × X743 + 2 × s)
= Exp(a + b × 1,078 + 2 × s)
= Exp(3.2148 + 0.0006 × 1,078 + 2 × 0.0708)
= Exp(3.9998)
= $54.59

Bottom border of price channel:

Exp(Y743)
= Exp(a + b × X743 – 2 × s)
= Exp(a + b × 1,078 – 2 × s)
= Exp(3.2148 + 0.0006 × 1,078 – 2 × 0.0708)
= Exp(3.7165)
= $41.12

August 8, 2024 calculations

Top border of price channel:

Exp(Y1,185)
= Exp(a + b × X1,185 + 2 × s)
= Exp(a + b × 1,723 + 2 × s)
= Exp(3.2148 + 0.0006 × 1,723 + 2 × 0.0708)
= Exp(4.3848)
= $80.22

Bottom border of price channel:

Exp(Y1,185)
= Exp(a + b × X1,185 – 2 × s)
= Exp(a + b × 1,723 – 2 × s)
= Exp(3.2148 + 0.0006 × 1,723 – 2 × 0.0708)
= Exp(4.1014)
= $60.43

Description

  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 24.34% per annum.
  • ALRM price at the close of November 19, 2024 was lower than the bottom border of the secondary price channel by $4.50 (7.00%). This indicates a possible reversal in the secondary trend direction.