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Bronx AP Statistics tutors

Book Top-Rated AP Statistics Tutors Near Me In Bronx, NY

Our Bronx AP Statistics tutors are top college students and graduates from local area universities. They have an average GPA of 3.5 or higher in their areas of tutoring specialization. At Frog Tutoring, we work with students in all grade levels and our Bronx private AP Statistics tutors provide customized one on one in-home tutoring through our proven three step approach to academic success.

1.Bring student up to speed by reviewing past work to ensure they are not missing any important concepts that might affect their abilities to learn future lessons. 2. Keep student ahead of the class by using the teachers lesson plan, textbook, and online curriculum to cover lessons before it is taught in class. 2. Reinforce key concepts they might have missed. This ensures they will never be behind again. Your tutor will also help with organization, study skills, and note taking strategies.
Your Bronx area AP Statistics tutor will also track student progress through detailed session reports which will be available to you at the end of each tutoring session. If it is okay with you, your tutor will contact your child's teacher, for K-12, to get a more detailed understanding of what they are struggling with and also to make sure that he/she and the teacher are both on the same page in their approach to tackling the problem.

Browse our list of qualified AP Statistics tutors below. If you are in need of an AP Statistics tutor in Bronx, please call us or simply go to the tab above and Request a Tutor and let us help provide the understanding and assistance needed for success.

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List of High-Achieving AP Statistics Tutors Near Me In Bronx, NY For In-Person & Online Tutoring


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DM
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{not commented yet}she was very knowledgeable and patient with my daughter

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Robert has been excellent and extremely helpful to my son. He is also flexible and has been willing to meet with my son prior to his exams for tutoring. MY son started the semester with a D and has increased his to a B. Thank you Robert!

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Alex has thoroughly enjoyed the sessions and found them to be very helpful. I am really happy with the feedback and the communication. Wouldn't hesitate to recommend.

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Rosemary was super helpful going over some of the concepts that were tricky, and helped explain the content well.

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Super helpful and willing to adjust to my learning habits. I really enjoy our time working together as the preparation from her end is very noticeable and appreciated.

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Great tutoring session!

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Sarah is our 5th tutor we have used on Frog tutoring. In just one short month of tutoring my child with ADHD, she has improved his math grade from a C to an A-!! We are so happy for the progress our child has made with Sarah’s help, and we will definitely continue to use her as our child’s...

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{not commented yet}The sessions are going well and I am understanding the material . The information is clear , which I love.

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Overall, AJ was absolutely amazing. I didn’t understand almost anything in physics and he made it seem like elementary grade stuff, overall was amazing and I will miss him

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Ali is an amazing tutor always willing to help me on my school assignments and is a very down-to-earth person.

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good tutor

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Looking forward to meeting you.

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Joyce has been great in helping me review topics for the NCLEX

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Ryan in very knowledgeable on the topics I was needing help with. He is professional and works around your schedule. The best tutor I have had on frog tutoring.

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Good tutor

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Never partnered so unable to rate accurately but frog tutors are great so why not give a 5

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patient and knowledgeable

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{not commented yet}Hayeon Lee is fantastic !
Very knowledgeable and wonderful to work with.
She is kind and is very easy to learn from.
Thank you for finding her.
We have another session Tuesday but I have to reschedule
Perhaps Wednesday?

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Very encouraging and funny. He makes learning fun and teaches in a very simple, easy way to understand.

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Pamela is wonderful! She's the perfect fit for my son! She's very engaging and makes tutoring fun for him

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Vince is very happy with this tutor.

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{not commented yet}Jaelynn Cafourek's accomplished computer skills and college training make her a very valuable asset to those who need a professional with their studies.I highly recommend her and her excellent attitude, and clear ability to connect with others and their specific learning...

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Carolle is an excellent tutor. She explains things well, sends me frequent reminders of what I learned during the week, and is altogether a pleasure

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Jeff was extremely knowledgeable and helpful. Deep industry knowledge in running in investment firm and very solid resource. Thank you!

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{not commented yet}
Joyce is very knowledgeable and helpful.

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A very smart individual, has great knowledge to cover the stuff needed based off your preference.

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{not commented yet}Craig has been a big help with helping me learn how to use the internet, navigate a job search and I have learned quite a bit in a shot time.

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Makes learing fun!

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Matthew and I concentrated on financial statements in my CFA Level 1 curriculum. He was extremely knowledgeable and, with his own industry experience, he was very effective at providing real-life examples that made it easier to understand the concepts.

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He is a great tutor. He knows the topics very well and explains them easily. My only complaint is that his handwriting is somewhat messy. All in all, he is a great SAT tutor for English and math.

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Awesome! he and my son work great together! My Son won't work with anyone else.

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Gurleen is AMAZING!!!!!! She is the best tutor you will find on here. She is very knowledgeable on chemistry and will help you work through so many problems despite them being very challenging. Gurleen helps with retaining the knowledge and provides notes and practice problems as well. if you need...

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RH
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Dana is very knwoedgable, especially with anatomy. I was a earning around an 80-84 percent(C) in my medical program exams. With Dana's assistance and vast knowledge in this subject I have passed a written exam AND a practical with a 92(A)!!! Dana positively encourages/challenges her students...

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Sunita Woodcheke has not only demonstrated an extraordinary commitment to my child's academic progress but has also exhibited remarkable patience, enthusiasm, and expertise in their teaching approach. Through personalized lessons and tailored guidance Sunita has fostered a supportive learning...

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Kevin is knowledgeable about math, and he knows how to teach. I’m very rusty on my skills, but he’s been nothing but patient with me. He absorbs my weaknesses and focuses on what I need help with. I appreciate all he’s done so far.

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McKenna has done a great job of working with my daughter on geometry.

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school rating and grades improved.

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I am so happy with this tutoring, my son is engaged all the time. He loves to work in the computer and the activities that they do during the tutoring. She used many different way and form in order to keep him engaged.

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Annie is great!!!!

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Madi is fantastic!!

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I don't sit next to my 9yo during sessions, and this is the first time I ever used a tutor. I can tell you that using a tutor eliminates all the fighting and whining from my kid about doing homework which makes me very happy. They get a lot done during an hour. The tutor is focused, prepared,...

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Fabulous. Olivia is engaging, knowledgeable, and a delight to work with. Highly recommend. Always punctual. Always reliable. Always helpful. Competent with both homework help and direct instruction.

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Extremely knowledgeable and gave direct examples of certain concepts I had trouble with. He also helped assess some of the specific terminology that I need to look for on the exam.

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Chigbo explains concepts in a way that makes it easy to understand. My daughter's understanding and confidence had a real boost in just two days.

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Matthew was very knowledgable in the CFP topics and is very flexible with his ability to review materials and go through the questioning.

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Ivan is absolutely amazing with his knowledge, He is my tutor for college level pre-calculus and I can confidently say that I would not be able to get through my class without ivans help with the class material. He has great patience and will explain and walk you through each problem until you need...

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Very encouraging and goes at a good pace which has been immensely beneficial. Very punctual, there's never been any issues with scheduling. Overall, I have been enjoying my sessions and I look forward to more as he helps me prepare for my ACT.

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Taitana Has tutored my daughter in math and english, she has my daughter think differently in problem solving and expanded her vocabulary. She never gives you the answer but helps you solve a problem together for my daughter to understand why the problem or word is not correct. Will request her...

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So far so good

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Very encouraging, and I enjoy working with her

Qualification and Certification of AP Statistics Tutors Near Me In Bronx, NY


  • Undergraduate
  • Bachelor degree holders
  • Master degree holders
  • Ph.D. holders
  • Teaching Certification
  • Professional Certificate
  • Background checks
  • Tutoring experience
  • Continuous education
  • FrogTutoring verification certification

Bronx, NY AP Statistics Tutoring Rates


  • Price range from $37/hr - $65/hr
  • Rates vary based on the type of tutoring, methods used, and the number of hours required.
  • Contact our enrollment team to receive your personalized rate.

Tutoring Methods of Our Private Tutors In Bronx, NY


  • In-person/in-home tutoring
  • Online tutoring
  • One-on-one tutoring
  • Group lessons tutoring.

Tools We Use For Online AP Statistics Tutoring


  • Zoom
  • FrogTutoring custom online tutoring platform
  • The Lesson space

Our AP Statistics Clientele In Bronx, NY


  • High school students
  • Middle school students
  • College students
  • Adults
  • Special needs students

Tutoring Locations For AP Statistics In Bronx, NY


  • Student homes
  • Public Libraries
  • Bronx neighborhoods and suburbs

Sign up now for our one-on-one private AP Statistics tutoring in Bronx, NY


Bronx, NY Tutoring FAQ

What options are available for tutoring in the Bronx, NY?

In the Bronx, NY, students have various tutoring options, ranging from in-person sessions at local tutoring centers, private one-on-one tutoring, to flexible online tutoring services. FrogTutoring offers personalized online and in-home tutoring for students in the Bronx, tailored to each individual's learning style and academic needs.

How do I find a qualified tutor in the Bronx?

To find a qualified tutor in the Bronx, you can start by searching online tutoring platforms, reading reviews, and asking for recommendations from peers. FrogTutoring ensures that all tutors are thoroughly vetted and have the qualifications and experience necessary to provide quality educational support.

Are there tutoring services for specialized subjects in the Bronx?

Yes, specialized subject tutoring is available in the Bronx for subjects like math, science, languages, and more. FrogTutoring offers a range of subject-specific tutors who are experts in their field and adept at helping students achieve their academic goals.

What are the costs associated with hiring a tutor in the Bronx?

Tutoring costs in the Bronx can vary widely based on the tutor's experience, subject expertise, and the duration of tutoring sessions. At FrogTutoring, we provide competitive pricing and package deals to ensure tutoring is accessible and affordable for families.

How can I ensure that the tutoring sessions are effective for my child?

Ensuring effective tutoring involves consistent communication with the tutor, setting clear goals, and tracking progress. FrogTutoring provides regular updates and progress reports so parents can monitor their child's improvement and the effectiveness of the tutoring sessions.

Can I get tutoring help for test preparation in the Bronx?

Absolutely, the Bronx offers tutoring for test preparation for exams like the SAT, ACT, GRE, and more. At FrogTutoring, experienced tutors provide customized test prep programs and strategies to help students perform at their best on exam day.

Is it possible to find a tutor who can work with my child's learning style?

Yes, it's possible to find tutors who can cater to different learning styles. FrogTutoring's tutors are trained to identify and adapt to each student's unique learning style, ensuring the most effective and personalized tutoring experience.

What should I look for when choosing a tutoring service in the Bronx?

When choosing a tutoring service in the Bronx, look for a reputable provider with qualified tutors, personalized tutoring plans, flexible scheduling, and positive testimonials. FrogTutoring offers all these features to help ensure your tutoring choice is the best fit for your student's needs.

Are Bronx tutoring services available for adult learners and college students?

Yes, tutoring services in the Bronx are available for learners of all ages, including college students and adults. FrogTutoring caters to this demographic with specialized tutors who are knowledgeable in higher education and professional development subjects.

How can I monitor my child's progress with their Bronx tutor?

Monitoring your child's progress can be done by setting benchmarks, having regular discussions with the tutor, and reviewing assessments or homework. FrogTutoring provides detailed progress reports and open communication lines between tutors and parents to keep you informed of your child's achievements.

AP Statistics FAQ

What is the best way to prepare for the AP Statistics exam?

The best way to prepare for the AP Statistics exam is to thoroughly review the course content, practice with past exam questions, and understand the exam format. Key strategies include focusing on data analysis, experimental design, sampling, probability, and inferential statistics. Utilize study guides, join study groups, and consider hiring a tutor if necessary. Consistent study and practice are crucial for success.

Can an AP Statistics tutor help improve my score?

Yes, an AP Statistics tutor can help improve your score by providing personalized instruction tailored to your learning style. They can clarify complex concepts, offer targeted practice problems, and teach test-taking strategies. Additionally, tutors can help you focus on your weak areas, keep you accountable, and boost your confidence leading up to the exam.

What topics should I focus on when studying for AP Statistics?

When studying for AP Statistics, focus on the four major content areas: exploring data, sampling and experimentation, anticipating patterns, and statistical inference. Make sure you're comfortable with data descriptions, experiments and survey designs, probability, probability distributions, and inferential statistics involving confidence intervals and hypothesis testing. Mastery of these topics is essential for a high score.

How much time should I dedicate to AP Statistics tutoring?

The amount of time you should dedicate to AP Statistics tutoring depends on your current understanding of the material and your goals. As a general guideline, starting with one to two hours per week several months before the exam and gradually increasing study time as the test approaches can be effective. However, consider a more intensive schedule if you're struggling with the concepts.

Are there free resources available for AP Statistics exam preparation?

Yes, there are free resources available for AP Statistics exam preparation. The College Board website provides free-response questions from previous exams, and Khan Academy offers a comprehensive AP Statistics course. Additionally, there are numerous other online platforms with free practice tests, flashcards, and study guides to help students prepare for the exam.

Common Questions on AP Statistics Tutors

What qualifications should an AP Statistics tutor have?

An effective AP Statistics tutor should have a strong background in statistics and mathematics, with a deep understanding of the AP curriculum. They should possess either a degree in a relevant field or have scored highly on the AP Statistics exam themselves. Tutors should also have experience teaching or tutoring students, and an ability to explain complex concepts in an accessible way. Look for tutors who have received positive feedback and have a track record of helping students improve their understanding and their test scores. To find qualified AP Statistics tutors, click on this link to request a tutor or learn more about our services. $('#popup').arcticmodal()

How can an AP Statistics tutor help improve my understanding of the subject?

An AP Statistics tutor can help clarify difficult concepts, provide customized learning strategies, and work with you through practice problems to improve your confidence. They can also offer tips for success on the AP exam, including test-taking strategies and time management skills. Whether you're struggling with data interpretation or probability, a tutor can provide the one-on-one attention you need to succeed. Ready to enhance your understanding of AP Statistics? Click on this link to request a tutor or learn more about our services. $('#popup').arcticmodal()

What type of tutoring sessions are most effective for AP Statistics?

The most effective tutoring sessions for AP Statistics are tailored to the student's individual needs. This may involve reviewing homework assignments, going over past test questions, or focusing on specific areas of weakness. Interactive sessions that encourage students to think critically and apply what they've learned are particularly helpful. Tutors might use a variety of teachings tools, including statistical software or online resources, to enrich the learning experience. Want to start effective, personalized AP Statistics tutoring? Click on this link to request a tutor or learn more about our services. $('#popup').arcticmodal()

How much does it usually cost to hire an AP Statistics tutor?

The cost of hiring an AP Statistics tutor can vary based on factors such as the tutor's qualifications, location, and the frequency and duration of sessions. Some tutors charge hourly rates while others may offer package deals. It's important to find a tutor who offers a fair price while still meeting your educational needs. At FrogTutoring, we strive to provide high-quality tutoring services at competitive rates. To inquire about pricing and find a tutor within your budget, click on this link to request a tutor or learn more about our services. $('#popup').arcticmodal()

Can AP Statistics tutoring help with exam preparation?

Absolutely! AP Statistics tutoring can be incredibly beneficial for exam preparation. A skilled tutor can help you review the entire AP Statistics course content, work through practice AP exams, and develop a study plan that suits your learning style. By focusing on areas where you need the most help, a tutor can greatly improve your chances of achieving a high score on the exam. Are you ready to ace your AP Statistics exam? Click on this link to request a tutor or learn more about our services. $('#popup').arcticmodal()

Bronx, NY Neighborhoods We Service

As one of the five iconic boroughs that make up New York City, The Bronx boasts a vibrant tapestry of neighborhoods, each brimming with its own unique charm and identity. From the rich cultural hubs to the tranquil waterfronts, The Bronx neighborhoods offer an eclectic mix to residents and visitors alike. With an area spanning over 42 square miles and housing an estimated 1.4 million people, The Bronx is a cornucopia of diversity and history.

At the southern tip, Mott Haven invites antiquity buffs and art lovers with its collection of historic brownstones and burgeoning arts scene. Home to artists and musicians, this neighborhood is flowering into a creative enclave. Port Morris, its neighboring district, also emerges as a destination for new businesses and nightlife, while retaining its industrial roots.

Heading slightly north, Morrisania stands proud, imbued with cultural and musical heritage, often associated with hip-hop’s infancy. Just east, Crotona Park East encompasses the beautiful green expanse of Crotona Park, a local favorite for outdoor activities.

To the east, West Farms is anchored by the Bronx Zoo and the New York Botanical Garden, serving not only as a residential area but also a magnet for nature and animal enthusiasts. Tremont, a central Bronx neighborhood, presents an urban atmosphere close to these attractions, whereas Belmont is informally known as the borough's Little Italy, delighting visitors with its authentic restaurants and markets.

Fordham brings a youthful vibe with the presence of Fordham University, studded with college bars, bookstores, and an inexhaustible energy. University Heights nearby holds onto a collegiate atmosphere, centered around the former New York University campus now hosting Bronx Community College.

Highbridge, with its historical and namesake bridge, is a residential neighborhood that has undergone significant development, improving its parks and community resources. Concourse, close to the area, offers architectural zeal largely due to the famous Art Deco buildings and the proximity to Yankee Stadium.

Kingsbridge, hugging the Hudson River's eastern shoreline, is known for its quaint shopping areas and access to scenic views. Riverdale, one of Bronx's wealthier neighborhoods, boasts prestigious homes and private schools, radiating a suburban feel within city limits.

Further north and central to Bronx's geography, Norwood offers a casual respite with its modest homes and diverse community. Nearby, Bronx's Woodlawn Cemetery and Conservancy is a historical landmark and peaceful retreat amidst city bustles.

Pelham Parkway maintains a slice of suburban life featuring spacious apartments and accessibility to the massive Pelham Bay Park, the city's largest park space. Just south of Pelham Bay itself is Country Club, an affluent waterfront neighborhood sporting private homes and manicured lawns.

Van Nest and Morris Park nearby serve as tight-knit communities famously hosting the annual Columbus Day Parade; riddled with local shops and pizzerias, they are home to many city workers.

East Bronx brings us to Throggs Neck and City Island, both set apart by waterways and offering a maritime ambiance, complete with seafood restaurants and nautical activities. Further south, Castle Hill and Soundview beam with evolving landscapes, offering residential living with a rapid approach to the waterfront.

Allerton and Pelham Gardens are predominantly residential districts, where detached houses and garden apartments provide a quieter setting. Baychester and Edenwald in the northeast corner embrace shopping centers and family-friendly venues.

Wakefield, the northernmost neighborhood in the city, offers access to suburban Westchester, while having its own mix of housing and commerce.

And this list would not be complete without mentioning the South Bronx, traditionally referring to neighborhoods south of the Cross Bronx Expressway, including Longwood and Hunts Point, each with its own unique attributes and tight-knit community feel.

Exploring The Bronx is akin to taking a mini world tour, with each neighborhood offering a glimpse into the borough's rich mosaic of culture, history, and renewal. As The Bronx continues to evolve, these neighborhoods stand as a testament to the enduring spirit and diversity that makes New York City truly one-of-a-kind. Whether you're a lifelong resident or a curious traveler, The Bronx’s neighborhoods await to tell their stories and make you part of their ongoing narrative.

About Bronx, NY And It’s Education Institutions

The Bronx, one of the five boroughs of New York City, is a tapestry of cultural and historical landmarks that confer upon it a unique character. Among its notable landmarks is the Bronx Zoo, one of the largest zoos in the United States that captivates visitors with wildlife from around the globe. The borough is also home to Yankee Stadium, the hallowed grounds where the New York Yankees, one of baseball's most storied franchises, play. Another cultural beacon, the New York Botanical Garden, boasts 250 acres of flora in a picturesque setting, offering a peaceful escape from urban life. The Bronx also prides itself on being the birthplace of hip-hop, a legacy that is celebrated at places like the Bronx Walk of Fame.

Founded originally as part of Westchester County in 1639 and later annexed to New York City in 1898, the Bronx has evolved into a densely populated area with a vibrant tapestry of neighborhoods. Home to an estimated population of over 1.4 million people as of 2021, the borough is a melting pot of cultures, which is reflected in its diverse communities, from the historic maritime village of City Island to the bustling commercial hub of Fordham Road. Education in the Bronx is serviced by the New York City Department of Education, with top-ranking K-12 schools including the Bronx High School of Science and the High School of American Studies at Lehman College. Furthermore, education resources like after-school programs, mentoring initiatives, and libraries are readily accessible to students across the borough, ensuring that the youth receive ample support for their academic growth.

Higher education is also a cornerstone of the Bronx's educational landscape. The borough hosts several universities, such as Fordham University, known for its rigorous academics and beautiful Gothic architecture, and Lehman College, part of the City University of New York (CUNY) system, which offers a wide array of undergraduate and graduate programs. Additionally, Albert Einstein College of Medicine is a prominent institution dedicated to medical education and research. The education institutions in the Bronx are not only committed to delivering academic excellence but also to fostering community engagement, making the Bronx not just a place of learning, but also a community that actively shapes the minds of the future.

Students at These Bronx, NY Schools Excel with Our Tutoring

Below is a sample list of top schools in the Bronx, NY area, both private and public. This selection showcases institutions whose students have benefited from our tutoring services. Please note that this list is not exhaustive and represents only a slice of the many schools in the Bronx where we have had the pleasure of enhancing student learning experiences.

Bronx High School of Science A prestigious public high school known for its rigorous STEM curriculum and high achieving students.

Riverdale Country School An independent, day and boarding school offering a progressive education from Pre-K through Grade 12.

Fordham Preparatory School A Jesuit college preparatory school for young men, established as a part of the educational ministry of the New York Province of the Society of Jesus.

Horace Mann School An independent college preparatory school that provides a broad and challenging program from nursery through twelfth grade.

The Spence School A private, all-girls K-12 school with a longstanding commitment to academic excellence and diversity.

P.S. 24 Spuyten Duyvil A public elementary school committed to developing a community of lifelong learners and leaders.

Fieldston Ethical Culture A co-educational, independent school that is part of the Ethical Culture Fieldston School, emphasizing progressive education and academic excellence.

Bard High School Early College Bronx A Bard College operated public school providing students with a high school curriculum as well as the opportunity to earn college credits.

The Ursuline School An independent, college preparatory Catholic school for girls, with a focus on academic innovation.

Bronxville High School Known for its strong academic programs and community-based learning, Bronxville High School offers a comprehensive educational experience.

Preston High School A Catholic college preparatory school for girls, with an emphasis on academic excellence and leadership development.

Bronx Leadership Academy II High School A small public high school dedicated to preparing students for college and careers with a commitment to community service.

The Mount Saint Michael Academy An all-boys Catholic school that provides a holistic education including rigorous academics, competitive athletics, and a strong values-based foundation.

High School of American Studies at Lehman College A specialized public high school that focuses on American history and offers access to Lehman College resources.

Bronx Academy of Letters A public school with the fundamental belief that students who can express themselves clearly in writing will achieve more success in any path they choose.

P.S. 83 Donald Hertz A public elementary school that emphasizes the development of the whole child, including a strong commitment to academic, personal, and social growth.

Academy of Mount St. Ursula The oldest Catholic all-girls high school in New York State, empowering young women with leadership skills and strong academic foundations.

Regis High School A private Jesuit university preparatory school for Roman Catholic young men located on Manhattan's Upper East Side. (While not in the Bronx, it serves students from the Bronx.)

Cardinal Hayes High School A Catholic high school for boys that focuses on the development of Christian values, intellectual growth, and community service.

Saint Barnabas High School A warm and supportive Catholic college preparatory school that promotes academic excellence and personal achievement within the tradition of the Sisters of Charity.

Each of these schools has its own unique culture, approach to education, and community. We are proud to have supported students from these fine institutions in reaching their academic goals through our tutoring services.

About AP Statistics & AP Statistics Tutoring

AP Statistics is a course equivalent to a first-semester college-level class in statistics. This course introduces students to the major concepts and tools for collecting, analyzing, and drawing conclusions from data. It revolves around four main themes:

  1. Exploring Data: Observing patterns and departures from patterns
  2. Planning a Study: Deciding what and how to measure
  3. Anticipating Patterns: Producing models using probability theory and simulation
  4. Statistical Inference: Estimating population parameters and testing hypotheses

AP Statistics has a significant relationship with other disciplines that rely on data analysis, including biology, economics, engineering, medicine, public health, psychology, marketing, and many more. It equips students with the skills to approach problems in these fields systematically and to communicate their findings effectively.

Concerning tutoring strategies for those who struggle with the subject, it's imperative to adopt a hands-on, intuitive approach. Begin by ensuring a solid understanding of basic algebra, as it's fundamental to mastering statistical concepts. Make use of visual aids and real-world examples to make abstract ideas more concrete. Encourage the application of concepts through practice problems and guide the students through the thought process, emphasizing understanding over memorization.

The most common concepts in AP Statistics are descriptive statistics, which summarize data through numbers like the mean and standard deviation, and inferential statistics, which allow predictions and testing about a population based on a sample. Within these, topics like hypothesis testing, regression analysis, and data interpretation are regularly taught.

However, the most difficult concepts often involve the theoretical foundations of probability, the mechanics of hypothesis testing (specifically to recognize when to use different tests), and the interpretations of confidence intervals and p-values in various contexts. Probability can be particularly tough due to its counterintuitive nature and foundational reliance on set theory.

To address these challenging areas, extra time should be devoted to breaking down step-by-step problem-solving approaches, and practicing multiple scenarios where these complex concepts are used. Moreover, familiarizing students with statistical software or programming languages can facilitate their understanding of how these statistical methods apply in practice. Regular review and application of these concepts to diverse statistical problems can build mastery and confidence in the subject.