Markov model
Pharmacoeconomics
Nouran Hamza, B Pharm, MSc
Freelance biostatistician
What is a Markov Model?
Mathematicalmodelingtechnique,derivedfrommatrixalgebra,thatdescribesthetransitionsacohortofpatientsmakeamonganumberof
mutuallyexclusiveandexhaustivehealthstate duringaseriesofshortintervalsorcycles
Properties of a Markov Model
• Patientisalwaysinoneofafinitenumberofhealthstates
• Eventsaremodeledastransitionsfromonestatetoanother
• Contributionofutilitytooverallprognosisdependsonlengthoftimespentinhealthstates
• Duringeachcycle,thepatientmaymakeatransitionfromonestatetoanother
Example
Please note that in Markov model we use the probability ( convert
rates or percent to probability
Transition Probability
Matrix
Please note that all the previous
numbers are in probability terms
if the problem state a number of
population , or a specific cost, do all
the pervious steps + multiplying by
the stated population or cost
Construct a Markov model for a cohort
of 5000 subject using the following
Markov model

Markov model

  • 1.
    Markov model Pharmacoeconomics Nouran Hamza,B Pharm, MSc Freelance biostatistician
  • 2.
    What is aMarkov Model? Mathematicalmodelingtechnique,derivedfrommatrixalgebra,thatdescribesthetransitionsacohortofpatientsmakeamonganumberof mutuallyexclusiveandexhaustivehealthstate duringaseriesofshortintervalsorcycles
  • 3.
    Properties of aMarkov Model • Patientisalwaysinoneofafinitenumberofhealthstates • Eventsaremodeledastransitionsfromonestatetoanother • Contributionofutilitytooverallprognosisdependsonlengthoftimespentinhealthstates • Duringeachcycle,thepatientmaymakeatransitionfromonestatetoanother
  • 4.
    Example Please note thatin Markov model we use the probability ( convert rates or percent to probability
  • 6.
  • 11.
    Please note thatall the previous numbers are in probability terms if the problem state a number of population , or a specific cost, do all the pervious steps + multiplying by the stated population or cost
  • 12.
    Construct a Markovmodel for a cohort of 5000 subject using the following