DATCB/565: Knowledge Analysis And Exchange Analytics
Competency 3 – Assessment
Competency 3 – Overview and Assessment Knowledge
Competency Assertion
The employ of statistical regression and time series diagnosis fashions, it is doubtless for you to to steal into chronicle and analyze how a lot of variables affect an organization. That it is doubtless you’ll even have the chance to construct forecasts and account for recordsdata to analyze performance as it impacts strategic planning and comparative motivate for an organization.
Competency
Stare statistical patterns and traits to highlight organizational performance and toughen organizational strategic planning.
Finding out Neutral (LO)
Finding out Neutral 5
Use regression fashions to forecast.
Finding out Neutral 6
Win and account for time series fashions.
Competency Assessment Description
Apply statistical time series modeling tactics to establish patterns and construct time-dependent question fashions.
Why It Issues
Ogle the video below to learn extra about this competency. CBE no longer uses the term modules; they’re truly known as Finding out Sources.
Glance transcript
Assessment Knowledge
This assignment illustrates how recordsdata analytics could perchance also be extinct to construct recommendations for sustainable organizational success whereas integrating the organization’s mission with societal values. You’ll prepare statistical time series modeling tactics to establish patterns and construct time-dependent question fashions. You’ll be conscious organizing and delivering a presentation to senior resolution-makers. The PowerPoint presentation entails an audio aspect as well to speaker notes.
Download and assessment the rubric!
Download and set up the Competency 3 Assessment Rubric and employ it as a guide when finishing your assessment.
Assessment Directions
Assessment Fundamental parts
State of affairs:
A city’s administration isn’t driven by the target of maximizing revenues or income but as a substitute appears to be like to be at bettering the usual of lifetime of its residents. Many American cities are confronted with high visitors and congestion. Finding parking areas, whether or no longer in the avenue or a parking zone, could perchance also be time drinking and make contributions to congestion. Some cities beget rolled out recordsdata-driven car parking zone administration to in the reduce value of congestion and uncover visitors extra fluid.
You’re a recordsdata analyst working for a mid-dimension city that has anticipated distinguished increments in population and automobile visitors. Town is evaluating whether or no longer it is great to invest in infrastructure to depend and describe the gathering of parking areas on hand on the more than a few parking heaps downtown. This data would be quiet and processed in real-time, feeding an app that motorists can bag admission to to hunt out car parking zone availability in assorted parking heaps right thru town.
Phase 1: Knowledge Manipulation
Download the Parking Lot Use recordsdata location. The guidelines location has the following columns:
- LotCode: a irregular code that identifies the parking zone
- LotCapacity: a quantity with the respective parking zone ability
- LotOccupancy: a quantity with the present collection of cars in the parking zone
- TimeStamp: a day/time mixture indicating the second when occupancy turned into as soon as measured
- Day: the day of the week the same to the TimeStamp
Insert a recent column, OccupancyRate, recording occupancy rate as a share with 1 decimal. For event, if the present LotOccupancy is 61 and LotCapacity is 577, then the OccupancyRate would be reported as 10.6 (or 10.6%).
The employ of the OccupancyRate and Day columns, form field plots for day after day of the week. That it is doubtless you’ll additionally employ Insert > Insert Statistic Chart >Box and Whisker for this purpose. Is the median occupancy rate approximately the same right thru the week? If no longer, which days beget decrease median occupancy rates? Which days beget higher median occupancy rates? Is that this what you expected?
The employ of the OccupancyRate and LotCode columns, form field plots for every parking zone. That it is doubtless you’ll additionally employ Insert > Insert Statistic Chart >Box and Whisker for this purpose. Discontinuance all parking heaps ride approximately equal occupancy rates? Are some parking heaps extra frequented than others? Is that this what you expected?
Select any 2 parking heaps. For every of them, prepare a scatter space exhibiting occupancy rate against TimeStamp for the week 11/20/2016 – 11/26/2016. Are occupancy rates time dependent? In that case, which times appear to ride the very superb occupancy rates? Is that this what you expected?
Continue to Phase 2: Presentation.
Phase 2: Presentation
Put collectively a 12- to 16-breeze presentation with detailed speaker notes and audio, graphs, and tables.
Your target market is town council, which is accountable for deciding whether or no longer town invests resources to location in motion the trim car parking zone app.
Total the following in your presentation:
- Account for the explanation and targets of the project
- Develop doubtlessly the most of field plots exhibiting the occupancy rates for day after day of the week. Consist of your interpretation of outcomes.
- Develop doubtlessly the most of field plots exhibiting the occupancy rates for every parking zone. Consist of your interpretation of outcomes
- Provide scatter plots exhibiting occupancy rate against the time of day of your chosen 2 parking heaps. Consist of your interpretation of outcomes
- Develop a suggestion about continuing with the implementation of this project.
Consist of speaker notes that bring the small print that you can presumably give ought to you had been presenting. That it is doubtless you’ll describe your speaker notes.
Develop particular that the slides include superb an notable recordsdata and as tiny text as doubtless.
Sources
- Heart for Writing Excellence
- Reference and Quotation Generator
- Grammar Assistance
Uncover: Please be obvious that after citing or referencing an originate air helpful resource or exterior entity that lawful attribution is made to that supply. An instance of a device for citing originate air resources could perchance also be realized in the APA 7th edition guide. Even ought to you will no longer be graded to your means to structure citations in a dispute structure, it is expected that each person beginners put up work that’s guide of their very own celebrated thoughts and work, and clearly attribute when referencing originate air sources or entities when finishing competency assessments.
Assignment / Performance Requirements Mastery 100%
1. 1. Rationale and targets (weight 20%) Thoroughly outlined the explanation and targets of the project
2. Box plots: occupancy rate/day of week (weight 20%) Accurately utilized and interpreted field plots exhibiting the occupancy rates for day after day of the week
3. Box plots: parking zone occupancy rates (weight 20%) Accurately utilized and interpreted field plots exhibiting the occupancy rates for every lot
4. Scatter plots with interpretation (weight 20%) Thoroughly interpreted scatter plots exhibiting occupancy rate against time of day of chosen four parking heaps
5. Suggestion (weight 20%) Made an intensive suggestion about continuing with the implementation of this project
Additional Uncover:
FOLLOW Assignment / Performance Requirements Mastery 100%
This must toddle ZERO GPT and plagiarism assessments.
Want, scholarly references and intext citations.
Excel wanted, PowerPoint wanted, be conscious wanted for speaker notes, , now there could be a share for audio notes, employ bulletin parts for slides, steal same bulletin parts in slides, uncover it headings in speaker notes and then in brackets form what could perchance also be recorded in the audio)
Instance
Stride Bulletin
· Dell as a Powe Hub
Speaker Notes
- Dell as a Energy Hub: Dell serves as a central engine for contemporary mission, integrating high-performance hardware with AI-driven tool solutions. By streamlining complex workflows exact into a unified ecosystem, it empowers companies to scale efficiently whereas hanging forward sturdy security. This centralized come transforms same old infrastructure exact into a dynamic hub for continuous innovation.
([Audio]: “Imagine Dell no longer correct as a hardware supplier, but as the central vitality hub of your total operation. We’re going to leer at how integrating these systems creates a seamless toddle alongside with the prance of recordsdata and energy across your corporation.”)
Thank you.
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