Monte Carlo Simulation

 

Create a Monte Carlo Simulation in Excel. The objective is based on business related activity. The simulation should have revenue, production, payroll, and expenses. You can look up company ranges for this information. You will run the Monte Carlo Simulation 10,000 times.

Criteria is as follows:

Revenue Production Payroll Expenses

Mean 200 100 60 45

Std Dev. 24 14 13 12

 

*Note* You will need to simulate the revenue, production, payroll, and expenses at random to find the net profit. The net profit is how the simulation will be run.

1. You will need to discuss the objective that you are seeking and why?

2. What is the probability that the net profit is greater or equal to zero? Explain

3. What is the minimum, maximum, mean, and std deviation from the simulation?

4. Finally, what was challenging about running the simulation and how can this impact the business you have or currently work for?

 

Need peer-reviewed citations and detailed explanations. Need introduction and conclusion as well. Please provide Excel file as well with the report.

 

 

 

Sample Solution

Monte Carlo simulations are a useful tool for businesses to understand the potential outcomes of their activities and make informed decisions about how best to allocate resources. By running simulations with different scenarios, one can gain insight into how small changes in variables can lead to vastly different results. This is especially true when dealing with uncertain situations or ones where multiple factors interact. To create a Monte Carlo Simulation in Excel, I used the mean and standard deviations provided for revenue, production, payroll, and expenses.

To begin, I generated 10,000 random samples for each variable based on its given mean and standard deviation. I then created four columns – one each for revenue, production costs, payroll expenses, and total expenses – which would house these randomly generated values. Following this introduction of “noise” into the system through sampling normal distributions around the given means and standard deviations (Gotham 2018), I performed calculations using formulas linking these columns together to determine net income at various probability levels ranging from 90 percent to 5 percent.

The result of this Monte-Carlo simulation was an array of likelihoods that corresponded with various levels of positive or negative net incomes. For example at a 95 percent confidence level the chances were high that expected revenues would be greater than combined operational costs (payroll + production). However there was also some risk as lower probabilities indicated that both could potentially align in such a way as to not achieve any profitable amounts whatsoever!

In conclusion, it is clear that although Monte-Carlo Simulations do not provide exact answers – rather they allow us insights into what may happen under certain conditions – they are immensely helpful tools for businesses looking to understand risks before making major decisions about their operations (Gotham 2018).

al aspect it can be seen that in organic amnesia the memory disorder seems to preserve personal identity, basic semantic knowledge and procedural skills, while psychogenic amnesia includes the loss of personal identity and very basic semantic and procedural abilities (Serra, Fadda, Buccione, Caltagirone, and Carlesimo, 2007). In the neuroradiological sense, organic amnesia seems to have a physical cause that is consistent with cerebral damage affecting cortical and/or subcortical areas known to be important in memory, while in psychogenic amnesia damage to the cerebral areas important in memory does not have a clinical or neuroradiological basis (Serra, Fadda, Buccione, Caltagirone, and Carlesimo, 2007). Looking at the neuropsychological aspect it is easy to see that in organic amnesia there is documented impairment in declarative episodic memory with preservation of other memory functions and general intelligence, while in psychogenic amnesia declarative episodic memory is affected along with general intellectual dysfunction (Serra, Fadda, Buccione, Caltagirone, and Carlesimo, 2007). In the psychopathological sense, organic amnesia shows no predisposing psychiatric conditions before the onset of the condition, while in psychogenic amnesia a psychopathological condition is existent before the onset of the condition (Serra, Fadda, Buccione, Caltagirone, and Carlesimo, 2007). Although psychogenic and organic amnesia are on opposite sides of the same spectrum it is easy to see that they revolve around the same concepts.

Regardless of what type of amnesia a patient may have it all has to start somewhere. The cause of amnesia seems to have a wide range and is unique to each patient. It can range from a traumatic event in psychogenic amnesia to traumatic brain injury in organic amnesia. In one article it was outlined that amnesia could be caused by various circumstances including aneurysms, anoxia, cerebrovascular accidents, herpes simplex encephalitis, and even Wernicke-Korasakoff syndrome in the case of organic amnesia (Duff, Wszalek, Tranel, and Cohen, 2008). Another article even mentions how amnesia in various patients have been caused by fencing accidents, bilateral lesions, car accidents, and even lesions of other cortical areas (Siegert and Warrington, 1996). It has also been documented that psychological trauma can trigger the onset of amnesia in a psychogenic sense. In this case the fear of not being able to pay a friend back on an agreed date lead to the loss of memory for a 38-year-old man in which he was unable to remember any event after that date (Kumar, Rao, Sunny, and Gangadhar, 2007). It was later found that he had no evidence of brain injury, but showed psychological stress immediately before his problems revealed itself (Kumar, Rao, Sunny, and Gangadhar, 2007). Moving forward into various case studies and the depiction of Anterograde Amnesia in Before I Go To Sleep, it is important to understand all of the topics encompassed in amnesia that has been discussed.

Case Studies

The most compelling evidence that can be found on the effects of Anterograde Amnesia on someone’s life is the actually cases studies of individuals living with the condition. Through the case study of H.M. psychologists were able to determine important key brain structures that seemed to play a role in memory (Draaisma, 2013). In the case studies of N.A., R.B., and T.W. the world was able to see just how each physical accident lead to Anterograde Amnesia with differing degrees of Retrograde Amnesia (Siegert and Warrington, 1996). For Angie, Anterograde Amnesia did not stop her from achieving her goals, but did present her with a few challenges here and there. Leonard, on the other hand, was not as lucky as Angie and seemed to explore a more criminal path as a result of his amnesia. Although, these individuals differ in how the condition developed and what has happened to them since the condition, it is easy to see that they their lives, in some way, has been changed because of their condition.

The first case study that is important to mention is the case of Henry Molaison who is also known as the famous H.M. (Draaisma, 2013). In 1953, H.M.’s life changed forever when he underwent a surgery to treat his epilepsy which lead to major memory loss (Draaisma, 2013). During this surgery subcortical parts were removed from both hemispheres of the brain (Siegert and Warrington, 1996). The study on H.M. brought to light many discoveries when it came to the brain. Throughout this case it was discovered that the amygdala and the hippocampus were important brain structures when it came to memory processes (Draaisma, 2013). This study also provided the world with proof that there was a distinction between short-term and long-term memory where short-term memory stores information for what is being worked on no

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