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Causation: Not much thought into machine placement caused bad machine layout and caused material handling issues. 

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Correlation: There is a negative correlation between weight of parts and volume of parts made.

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One of our solutions is to create an AI tool to reduce redundancy among the pre-award teams.

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Causation: any departments that use our AI tool will see a decrease in the amount of times their proposal is sent back to them from the college RA team.

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Causation Example: Media running through the bioreactors at maximum capacity causes the filters to clog. 

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Hitachi Sustainability: Operators putting cardboard in trash 

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Hitachi Sustainability: Operators putting cardboard in trash 

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Correlation: The more products are produced, the more cardboard ends up in the landfill 

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For our filtration testing experiments, there are multiple variables that we can change from experiment to experiment. Including chemical type, concentration, flow rate, and amount. If we change all of the variables between two experiments, we wont know which variable caused the difference in cleaning effectiveness. To combat this, we will do a partial factorial experiment design which creates a set of tests that alters certain variables each time. This combination of tests can be analyzed as a whole to better infer how each variable causes change in filtration efficiency. 

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Correlation- older age is correlated with more cardiac arrests. Causation - less knowledge on the location of an AED device causes a longer time to get to and from the device

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An example of direct causation is the current allocation system is affecting lead times. If a group is not given enough "blocked" time to meet incoming demand, then the scheduling lead time will be higher as it takes longer for the patient to be scheduled for their surgery due to backlog. 

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Causation: Unawareness of AED device causes longer time to find in buildings compared to if you know where it is already.

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Correlation : Coffee Demand-> Time of Day

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Lack of proper training increases downtime due to changeover

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The more cleaning that needs to be done (some even unnecessary) the longer the changeover takes.

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Causation: Low utilization causes longer lead time 

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A heart attack causes an AED to be used.

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Causation: The more complicated the equipment on an SOW contract increases the variability in the document

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Causation: The release of R-134a into the atmosphere causes an increase in greenhouse gas emissions (1430x worse than CO2).

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Correlation: Pallets being on ground floor of warehouse correlates with number of open boxes on pallet

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Causation: Tuesday Mornings are when Radiologists are staffed to do MRI-guided biopsies. Therefore, they are not in the office reading images. Since they are currently on schedule to read the following business day, this would delay the results delivery until after the MRIs are over for the day and radiologists are available to read.

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In the plant, there is 100% rework rate and a lack of standard work for units. This could be seen as a lack of standard work causing rework, but what actually causes both is that each unit is too unique to have extensive standard work procedures established. 

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The changeover process and sanitation process is lengthened due to the techs having to search for lifts and ladders. 

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Correlation: The more HFC's that are used, the warmer the earth gets. 

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Lack of communication and coordination between departments causes discrepancies with formatting in creation of Statement of Works.

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Design of Experiments for BELIEVER MEATS!!!!!!

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Design of Experiments for BELIEVER MEATS!!!!!!

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Causation: Not exactly sure what our main component is that will drive change, but we have multiple items that we are assuming should drive change; concentration of chemicals, temperature, and pressure (but we can't really change pressure, it changes on its own over time). We will see what the item is that truly causes change after we do a few experiments. 

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Design of Experiments/ Factorial Experiment

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Causation- Operators not following proper LOTO procedures causes injury to themselves or others

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Causation: Poor waste bin layout causes waste contamination in bins on the production floor

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Causation: Not having enough cardboard hoppers/racks leads to cardboard ending up in landfill

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Correlation: higher waste volume is correlated with the performance of the team that season.

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Causation: more volunteers causes a higher diversion rate.

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Negative Correlation between operator height and their likelihood to enter a machine to clean it.

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Correlation: increase in AEDs used and increase in population density 

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Causation: Sterilizer in central processing department (CPD) being down causes delays in surgical instruments being ready on time  

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Causation: The amount of modification to the chillers causes its price to be higher.

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Correlation: Decreasing use of HFCs is correlated to the slowing of global warming.

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Correlation: not having enough / effective signage leads to a decreased recycling / composting % stadium-wide

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Correlation: Just because all of one surgeons total case times are longer does not mean that they are necessarily slower because one needs to consider case types as well (knee, hip, shoulder, etc.)

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Correlation does not indicate causation 