Foundations of Sports Analytics: Data, Representation, and Models in Sports Coursera Quiz Answers 2023 [💯% Correct Answer]

Hello Peers, Today, we’ll give you the Free answers✅✅✅ to all of the week’s assessments and quizzes for the Foundations of Sports Analytics: Data, Representation, and Models in Sports course that Coursera just started. This is a certification course that any student who wants to take it can take.

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Here, you will find Foundations of Sports Analytics: Data, Representation, and Models in Sports Exam Answers in Bold Color below.

These answers are updated recently and are 100% correct✅ answers of all week, assessment, and final exam answers of Foundations of Sports Analytics: Data, Representation, and Models in Sports from Coursera Free Certification Course.


Foundations of Sports Analytics: Data, Representation, and Models in Sports Quiz Answers

Week 1: Foundations of Sports Analytics: Data, Representation, and Models in Sports Quiz Answers

Quiz 1: Week 1 Quiz

Q1. How many EPL games from this season were played in 2018?

  • 380
  • 190
  • 171
  • 209

Q2. Which team scored the highest number of goals while playing at home in the first half of the season?

  • Watford
  • Liverpool
  • Manchester City
  • Stoke

Q3. Which team conceded the highest number of goals while playing away in the first half of the season?

  • West Ham
  • Stoke
  • Liverpool
  • Watford

Q4. Which of the following teams had the smallest difference between their win percentage and Pythagorean expectation in the first half of the season?

  • Manchester United
  • Manchester City
  • Arsenal
  • Liverpool

Q5. Which of the following teams had the smallest difference between their win percentage and Pythagorean expectation in the first half of the season?

  • Stoke
  • Brighton
  • Bournemouth
  • Leicester

Q6. Which of the following teams had the highest value for away wins (awinvalue) for in the first half of the season?

  • West Ham
  • West Brom
  • Crystal Palace
  • Stoke

Q7. Which team had the largest gap between home points won (hwinvalue) and away points won (awinvalue) in the second half the season?

  • West Ham
  • Brighton
  • Arsenal
  • Watford

Q8. What was the correlation between win percentage and the Pythagorean expectation in the first half of the season?

  • 1.000
  • 0.956
  • 0.968
  • 0.796

Q9. What was the correlation between win percentage in the first half of the season and the second half of the season?

  • 0.968
  • 0.796
  • 1.000
  • 0.757

Q10. What was the correlation between win percentage in the second half of the season and the Pythagorean expectation in the first half of the season?

  • .757
  • 0.746
  • .796
  • 1.000

Week 2: Foundations of Sports Analytics: Data, Representation, and Models in Sports Quiz Answers

Quiz 1: Week 2 – Quiz 1

Q1. What are the number of observations and the number of variables in the NHL_Game dataframe after performing the first 7 steps?

  • 18506; 13
  • 18,946; 13
  • 18,946; 24
  • 18506; 24

Q2. What is the time range of the NHL_Game dataframe after you performed step 8?

  • 2010-10-07 to 2018-06-08
  • 2015-03-08 to 2018-06-08
  • 2010-10-07 to 2015-03-08
  • 2010-10-07 to 2018-06-14

Q3. After performing step 9 above, what are the values of the “gid” variable of the fifth, tenth, and fifteenth observations by date in ascending order in the prepared NHL_Game dataframe?

  • 2725, 2720, 2716
  • 5662, 5668, 5683
  • 5666, 5662, 5668
  • 2730, 2725, 2720

Week 3: Foundations of Sports Analytics: Data, Representation, and Models in Sports Quiz Answers

Quiz 1: Week 3 – Quiz 1

Q1. Which of the four players had the greatest number of shots in the season?

  • Kevin Durant
  • Russell Westbrook
  • Dwight Howard
  • DeAndre Jordan

Q2. Comparing the plots of Russell Westbrook and Kevin Durant, which of the following statements is best supported by the images?

  • Russell Westbrook has a higher success rate than Kevin Durant
  • Kevin Durant takes more three point shots that Russell Westbrook
  • Kevin Durant has a higher success rate Russell Westbrook
  • Russell Westbrook shoots more than Kevin Durant

Q3. Comparing the plots of DeAndre Jordan and Dwight Howard, which of the following statements is best supported by the images?

  • DeAndre Jordan takes more shots at a distance from the basket than Dwight Howard
  • Dwight Howard is a better shooter than DeAndre Jordan
  • Dwight Howard takes more shots at a distance from the basket than DeAndre Jordan
  • DeAndre Jordan is a better shooter than Dwight Howard

Q4. Comparing the plots of Brook Lopez and Brian Lopez, which of the following statements is best supported by the images?

  • The Lopez twins never attempt 3 point shots
  • Both of the Lopez twins attempt 3 point shots
  • Robin Lopez attempts 3-point shots but Brook Lopez doesn’t
  • Brook Lopez attempts 3-point shots but Robin Lopez doesn’t

Q5. Based on these plots, which of the six players seems most likely to found shooting from the left hand side of the basket rather than the right hand side?

  • Dwight Howard
  • Russell Westbrook
  • Kevin Durant
  • Brook Lopez

Week 4: Foundations of Sports Analytics: Data, Representation, and Models in Sports Quiz Answers

Quiz 1: Week 4 – Quiz 1

Q1. Which of the following about the NFL_Game dataframe is incorrect?

  • The dataframe covers games from 1966 to 2019 (1966-1967 season to 2019-2020 season).
  • The dataframe has 24,314 observations and 28 variables.
  • NFL teams earned a higher average score at home than away.
  • The highest score achieved by an away team was 72.

Q2. Which of the following statements regarding the correlation coefficients calculated in step 3 is incorrect?

  • The correlation coefficient between “score” and “weather_temperature” is -0.03. This means that teams earned slightly lower scores when the temperature got higher.
  • The correlation coefficient between “win” and “home” is 0.15. This means that teams won more at home games than away games.
  • The correlation coefficient between “score_diff” and “home” is 0.17. This means that the difference between own score and opponent’s score tend to be higher for home team than away team.
  • The correlation coefficient between “score” and “weather_wind_mph” is -0.079. This means there is a weak negative relationship between a team’s final score and wind speed.

Week 5: Foundations of Sports Analytics: Data, Representation, and Models in Sports Quiz Answers

Quiz 1: Week 5 Quiz

Q1. What was the value of the sum of all salaries in 2014?

  • $82 million
  • $84 million
  • $65 million
  • $74 million

Q2. In the first regression, what is the coefficient on relsal?

  • 0.403
  • 0.509
  • 0.4752
  • 0.2050

Q3. Based on the first regression, which of the following statements is the most accurate

  • We cannot say if relsal significantly affects win percentage
  • The coefficient of relsal is insignificant
  • The coefficient of relsal is insignificantly different from zero at the 5% level (p-value)
  • The regression implies that increasing salaries causes higher win percentage

Q4. In the second regression, which of the following statements is true:

  • Lagged win percentage is statistically significant at the 5% level but relsal is not
  • Neither relsal nor lagged win percentage are statistically significant at the 5% level
  • Both relsal and lagged win percentage are statistically significant at the 5% level
  • Relsal is statistically significant at the 5% level but lagged win percentage is not

Q5. Based on the second regression, which of the following statements is the most accurate

  • The regression suggests that relsal is more important than lagged wpc in explaining performance
  • The regression is an improvement on the first regression
  • The addition of lagged win percentage has not significantly improved on the explanatory power of the regression compared to the first regression
  • Relsal cannot explain win percentage

Q6. The third regression includes fixed effects. Not every team in a regression can have a fixed effect, there must be one “reference” team, relative to which each fixed effect is defined. Thus each fixed effect listed should be understood as meaning the performance of the team relative to the reference team. In this case, what is the reference team?

  • Deccan Chargers
  • Kochi Tuskers Kerala
  • Sunrisers Hyderabad
  • Chennai Super Kings

Q7. Ignoring Rising Pune Supergiants (for which there is only one observation) all of the fixed effects are negative. What does this tell us about the reference team?

  • All else equal, it is the worst team in the league.
  • The team has the highest salaries in the league
  • The team has the lowest salaries in the league
  • All else equal, it is the best team in the league.

Q8. Looking at the coefficient and standard error for the Mumbai Indians fixed effect, which would you say best describes the statistical inference that can be drawn?

  • Mumbai is statistically the second best team in the IPL
  • Mumbai is statistically better than the reference team
  • Mumbai is statistically worse than the reference team
  • Mumbai is statistically no better or worse than the reference team

Q9. Based on the third regression, which of the following statements is the most accurate

  • The negative coefficient on lagged win percentage suggests that higher win percentage last year leads to lower win percentage this year
  • The negative coefficient on relsal suggests that higher salary spending leads to lower win percentage
  • The increased R2 means that we should have more confidence in the coefficient value in this regression than the previous two regressions
  • The addition of fixed effect has not significantly improved on the explanatory power of relsal or lagged win percentage compared to the first two regressions

Q10. In the three regressions considered here, relsal is not statistically significant in any of them. Which of the following would NOT be a good explanation for this?

  • Salaries are not measured accurately and so the true value of relsal is not being tested
  • The market for cricketers is not efficient
  • Players play for the love of the game and not for money
  • Because there is an effective salary cap, salaries do not in fact vary enough to make a difference

Week 6: Foundations of Sports Analytics: Data, Representation, and Models in Sports Quiz Answers

Quiz 1: Week 6 – Quiz 1

Q1. Which of the following statements about the 2014-2015 season NBA data is incorrect?

  • The shotlog dataframe covers information on 128,069 shots.
  • There is information on 120 games in the shotlog dataframe.
  • There is information on 281 NBA players.
  • There is missing value in the “shot_clock” variable.

Q2. Which of the following statements regarding the prediction errors calculated in step 4 is incorrect

  • There are 113,726 observations with real value in the prediction error for the previous period.
  • The standard deviation for the current period prediction error is 0.49.
  • The maximum for both prediction errors is 0.69.
  • The average current period prediction error is -1.099

We will Update These Answers Soon.

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About Foundations of Sports Analytics: Data, Representation, and Models in Sports Course

This class is an introduction to using Python to look at how well a sports team is doing. Learners will find out about different ways to show sports data and how to use these ways of analyzing data to get stories out of it. The main focus of the introduction will be on using regression analysis to look at the team and player performance data, using examples from the National Football League (NFL), the National Basketball Association (NBA), the National Hockey League (NHL), the English Premier League (soccer), and the Indian Premier League (IPL, cricket).

This course doesn’t just explain methods and techniques; it also shows how to apply them to interesting sports datasets so that the learner can get their own results instead of relying on other people to process the data. Because of this, the learner will be able to test out their own ideas about how sports teams perform using the data and become a producer of sports analytics instead of just a consumer.

Even though the course materials were made with Python, code has been made so that all the results can also be gotten in R, for those who prefer that environment.

Conclusion

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  299. Equilibrado de piezas
    La Nivelación de Partes Móviles: Esencial para una Operación Sin Vibraciones

    ¿ Has percibido alguna vez temblores inusuales en un equipo industrial? ¿O sonidos fuera de lo común? Muchas veces, el problema está en algo tan básico como un desequilibrio en alguna pieza rotativa . Y créeme, ignorarlo puede costarte más de lo que imaginas.

    El equilibrado de piezas es un paso esencial en la construcción y conservación de maquinaria agrícola, ejes, volantes y elementos de motores eléctricos. Su objetivo es claro: evitar vibraciones innecesarias que pueden causar daños serios a largo plazo .

    ¿Por qué es tan importante equilibrar las piezas?
    Imagina que tu coche tiene una llanta mal nivelada . Al acelerar, empiezan las sacudidas, el timón vibra y resulta incómodo circular así. En maquinaria industrial ocurre algo similar, pero con consecuencias considerablemente más serias:

    Aumento del desgaste en soportes y baleros
    Sobrecalentamiento de elementos sensibles
    Riesgo de fallos mecánicos repentinos
    Paradas sin programar seguidas de gastos elevados
    En resumen: si no se corrige a tiempo, un pequeño desequilibrio puede convertirse en un gran dolor de cabeza .

    Métodos de equilibrado: cuál elegir
    No todos los casos son iguales. Dependiendo del tipo de pieza y su uso, se aplican distintas técnicas:

    Equilibrado dinámico
    Ideal para piezas que giran a alta velocidad, como rotores o ejes . Se realiza en máquinas especializadas que detectan el desequilibrio en dos o más planos . Es el método más fiable para lograr un desempeño estable.
    Equilibrado estático
    Se usa principalmente en piezas como neumáticos, discos o volantes de inercia. Aquí solo se corrige el peso excesivo en una única dirección. Es ágil, práctico y efectivo para determinados sistemas.
    Corrección del desequilibrio: cómo se hace
    Taladrado selectivo: se elimina material en la zona más pesada
    Colocación de contrapesos: por ejemplo, en llantas o aros de volantes
    Ajuste de masas: habitual en ejes de motor y partes relevantes
    Equipos profesionales para detectar y corregir vibraciones
    Para hacer un diagnóstico certero, necesitas herramientas precisas. Hoy en día hay opciones económicas pero potentes, tales como:

    ✅ Balanset-1A — Tu aliado portátil para equilibrar y analizar vibraciones

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  340. Equilibrado de piezas
    El Equilibrado de Piezas: Clave para un Funcionamiento Eficiente

    ¿ En algún momento te has dado cuenta de movimientos irregulares en una máquina? ¿O tal vez escuchaste ruidos anómalos? Muchas veces, el problema está en algo tan básico como una irregularidad en un componente giratorio . Y créeme, ignorarlo puede costarte caro .

    El equilibrado de piezas es un procedimiento clave en la producción y cuidado de equipos industriales como ejes, volantes, rotores y partes de motores eléctricos . Su objetivo es claro: prevenir movimientos indeseados capaces de generar averías importantes con el tiempo .

    ¿Por qué es tan importante equilibrar las piezas?
    Imagina que tu coche tiene una llanta mal nivelada . Al acelerar, empiezan los temblores, el manubrio se mueve y hasta puede aparecer cierta molestia al manejar . En maquinaria industrial ocurre algo similar, pero con consecuencias aún peores :

    Aumento del desgaste en cojinetes y rodamientos
    Sobrecalentamiento de elementos sensibles
    Riesgo de fallos mecánicos repentinos
    Paradas no planificadas y costosas reparaciones
    En resumen: si no se corrige a tiempo, una leve irregularidad puede transformarse en un problema grave .

    Métodos de equilibrado: cuál elegir
    No todos los casos son iguales. Dependiendo del tipo de pieza y su uso, se aplican distintas técnicas:

    Equilibrado dinámico
    Recomendado para componentes que rotan rápidamente, por ejemplo rotores o ejes. Se realiza en máquinas especializadas que detectan el desequilibrio en varios niveles simultáneos. Es el método más exacto para asegurar un movimiento uniforme .
    Equilibrado estático
    Se usa principalmente en piezas como llantas, platos o poleas . Aquí solo se corrige el peso excesivo en una única dirección. Es ágil, práctico y efectivo para determinados sistemas.
    Corrección del desequilibrio: cómo se hace
    Taladrado selectivo: se elimina material en la zona más pesada
    Colocación de contrapesos: tal como en neumáticos o perfiles de poleas
    Ajuste de masas: común en cigüeñales y otros componentes críticos
    Equipos profesionales para detectar y corregir vibraciones
    Para hacer un diagnóstico certero, necesitas herramientas precisas. Hoy en día hay opciones económicas pero potentes, tales como:

    ✅ Balanset-1A — Tu compañero compacto para medir y ajustar vibraciones

    Reply
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  342. Equilibrar rápidamente
    Solución rápida de equilibrio:
    Reparación ágil sin desensamblar

    Imagina esto: tu rotor empieza a temblar, y cada minuto de inactividad cuesta dinero. ¿Desmontar la máquina y esperar días por un taller? Olvídalo. Con un equipo de equilibrado portátil, resuelves sobre el terreno en horas, sin mover la maquinaria.

    ¿Por qué un equilibrador móvil es como un “herramienta crítica” para máquinas rotativas?
    Compacto, adaptable y potente, este dispositivo es el recurso básico en cualquier intervención. Con un poco de práctica, puedes:
    ✅ Corregir vibraciones antes de que dañen otros componentes.
    ✅ Minimizar tiempos muertos y mantener la operación.
    ✅ Trabajar en lugares remotos, desde plataformas petroleras hasta plantas eólicas.

    ¿Cuándo es ideal el equilibrado rápido?
    Siempre que puedas:
    – Contar con visibilidad al sistema giratorio.
    – Instalar medidores sin obstáculos.
    – Ajustar el peso (añadiendo o removiendo masa).

    Casos típicos donde conviene usarlo:
    La máquina muestra movimientos irregulares o ruidos atípicos.
    No hay tiempo para desmontajes (operación prioritaria).
    El equipo es costoso o difícil de detener.
    Trabajas en zonas remotas sin infraestructura técnica.

    Ventajas clave vs. llamar a un técnico
    | Equipo portátil | Servicio externo |
    |—————-|——————|
    | ✔ Rápida intervención (sin demoras) | ❌ Retrasos por programación y transporte |
    | ✔ Monitoreo preventivo (evitas fallas mayores) | ❌ Suele usarse solo cuando hay emergencias |
    | ✔ Reducción de costos operativos con uso continuo | ❌ Costos recurrentes por servicios |

    ¿Qué máquinas se pueden equilibrar?
    Cualquier sistema rotativo, como:
    – Turbinas de vapor/gas
    – Motores industriales
    – Ventiladores de alta potencia
    – Molinos y trituradoras
    – Hélices navales
    – Bombas centrífugas

    Requisito clave: espacio para instalar sensores y realizar ajustes.

    Tecnología que simplifica el proceso
    Los equipos modernos incluyen:
    Aplicaciones didácticas (para usuarios nuevos o técnicos en formación).
    Análisis en tiempo real (gráficos claros de vibraciones).
    Durabilidad energética (útiles en ambientes hostiles).

    Ejemplo práctico:
    Un molino en una mina comenzó a vibrar peligrosamente. Con un equipo portátil, el técnico detectó un desbalance en 20 minutos. Lo corrigió añadiendo contrapesos y ahorró jornadas de inactividad.

    ¿Por qué esta versión es más efectiva?
    – Estructura más dinámica: Formato claro ayuda a captar ideas clave.
    – Enfoque práctico: Incluye casos ilustrativos y contrastes útiles.
    – Lenguaje persuasivo: Frases como “kit de supervivencia” o “minimizas riesgos importantes” refuerzan el valor del servicio.
    – Detalles técnicos útiles: Se especifican requisitos y tecnologías modernas.

    ¿Necesitas ajustar el tono (más instructivo) o añadir keywords específicas? ¡Aquí estoy para ayudarte! ️

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  344. Servicio de Equilibrado
    ¿Movimientos irregulares en tu equipo industrial? Servicio de balanceo dinámico en campo y comercialización de dispositivos especializados.

    ¿Has detectado vibraciones inusuales, ruidos extraños o deterioro prematuro en tus máquinas? Estos son señales claras de que tu maquinaria necesita un ajuste de precisión especializado.

    En vez de desarmar y trasladar tus máquinas a un taller, nosotros vamos hasta tu planta industrial con tecnología avanzada para solucionar la falla sin detener tus procesos.

    Beneficios de nuestro servicio de equilibrado in situ
    ✔ Sin desmontajes ni traslados — Operamos in situ.
    ✔ Evaluación detallada — Utilizamos tecnología avanzada para localizar el fallo.
    ✔ Soluciones rápidas — Corrección en pocas horas.
    ✔ Reporte completo — Certificamos el proceso con datos comparativos.
    ✔ Conocimiento en diversos sectores — Solucionamos problemas en maquinaria pesada y liviana.

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