Stock Price Trends

Liberty Oilfield Services Inc (LBRT)

Liberty Oilfield Services Inc. provides hydraulic fracturing and cabling services and related goods to onshore oil and natural gas exploration and production companies in North America. The company is headquartered in Denver, Colorado.

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 74.06% per annum.
  • LBRT price at the close of May 8, 2024 was $21.80 and was inside the primary price channel.
  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 37.18% per annum.
  • LBRT price at the close of May 8, 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 LBRT 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: March 14, 2023
End date: May 8, 2024

a = 0.3745

b = 0.0015

s = 0.0718

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0015) – 1
= 74.06%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0718) – 1
= 33.28%

March 14, 2023 calculations

Top border of price channel:

Exp(Y968)
= Exp(a + b × X968 + 2 × s)
= Exp(a + b × 1,405 + 2 × s)
= Exp(0.3745 + 0.0015 × 1,405 + 2 × 0.0718)
= Exp(2.6515)
= $14.18

Bottom border of price channel:

Exp(Y968)
= Exp(a + b × X968 – 2 × s)
= Exp(a + b × 1,405 – 2 × s)
= Exp(0.3745 + 0.0015 × 1,405 – 2 × 0.0718)
= Exp(2.3643)
= $10.64

May 8, 2024 calculations

Top border of price channel:

Exp(Y1,258)
= Exp(a + b × X1,258 + 2 × s)
= Exp(a + b × 1,826 + 2 × s)
= Exp(0.3745 + 0.0015 × 1,826 + 2 × 0.0718)
= Exp(3.2908)
= $26.86

Bottom border of price channel:

Exp(Y1,258)
= Exp(a + b × X1,258 – 2 × s)
= Exp(a + b × 1,826 – 2 × s)
= Exp(0.3745 + 0.0015 × 1,826 – 2 × 0.0718)
= Exp(3.0035)
= $20.16

Description

  • The primary trend is increasing.
  • The growth rate of the primary trend is 74.06% per annum.
  • LBRT price at the close of May 8, 2024 was $21.80 and was inside the primary price channel.

Secondary Trend

Start date: September 5, 2023
End date: May 8, 2024

a = 1.4988

b = 0.0009

s = 0.0569

Annual growth rate:

Exp(365 × b) – 1
= Exp(365 × 0.0009) – 1
= 37.18%

Price channel spread:

Exp(4 × s) – 1
= Exp(4 × 0.0569) – 1
= 25.54%

September 5, 2023 calculations

Top border of price channel:

Exp(Y1,088)
= Exp(a + b × X1,088 + 2 × s)
= Exp(a + b × 1,580 + 2 × s)
= Exp(1.4988 + 0.0009 × 1,580 + 2 × 0.0569)
= Exp(2.9809)
= $19.71

Bottom border of price channel:

Exp(Y1,088)
= Exp(a + b × X1,088 – 2 × s)
= Exp(a + b × 1,580 – 2 × s)
= Exp(1.4988 + 0.0009 × 1,580 – 2 × 0.0569)
= Exp(2.7535)
= $15.70

May 8, 2024 calculations

Top border of price channel:

Exp(Y1,258)
= Exp(a + b × X1,258 + 2 × s)
= Exp(a + b × 1,826 + 2 × s)
= Exp(1.4988 + 0.0009 × 1,826 + 2 × 0.0569)
= Exp(3.1939)
= $24.38

Bottom border of price channel:

Exp(Y1,258)
= Exp(a + b × X1,258 – 2 × s)
= Exp(a + b × 1,826 – 2 × s)
= Exp(1.4988 + 0.0009 × 1,826 – 2 × 0.0569)
= Exp(2.9665)
= $19.42

Description

  • The secondary trend is increasing.
  • The growth rate of the secondary trend is 37.18% per annum.
  • LBRT price at the close of May 8, 2024 was inside the secondary price channel.