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Queens AP Statistics tutors

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

Our Queens 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 Queens 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 Queens 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 Queens, 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 Queens, NY For In-Person & Online Tutoring


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NC
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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.

EC
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Annie is great!!!!

EC
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Madi is fantastic!!

NT
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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,...

PM
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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.

CH
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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.

TG
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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.

JE
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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.

KK
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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.

CP
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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...

NB
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So far so good

ER
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Very encouraging, and I enjoy working with her

CO
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My son has been with Barjeana for a few sessions now and loves her! She is so knowledgeable and patient. Best of all she makes the sessions fun and interactive. He struggles with focus, but she keeps him engaged in the session and on track. He looks forward to his tutoring with Ms. Barjeana. ...

IB
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He was great and very knowledgeable on the subject of chemistry, however there was a language barrier

GG
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Excellent tutor! He is very knowledgeable of the content! Our son has improved his grades since he started with Mr. Lopez!

KW
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Mario takes his time explaining each concept. I am finally understanding the subject and my test grades have approved drastically.

DY
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Excellent experience. Very good teacher

AJ
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I think Lisa Chaney is a great tutorial but I also think Corwon need a little more practice.

JB
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Hi my name is Jarian Brooks and I would recommend Greg to anyone who needs tutoring. I'm very pleased and very happy with the changes in my daughter with Greg.

DH
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McKenna has a good grasp of the AP pre-calc work that my daughter is work that my daughter is doing. She's able to help explain in a way that makes sense and has resulted in a benefit of my daughter turning her grades around significantly. I would gladly recommend McKenna for tutoring AP...

NH
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Carols warmth, experience and ability to truly connect with children is priceless. So happy we chose Frog tutoring!!!

KP
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Jade has a talent for working with school students. She is meticulous in her planning and focuses on helping children improve in specific areas. I highly recommend her teaching methods. Additionally, she is proactive in informing us of any potential issues in advance. We truly appreciate her...

RS
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she is so patient and very interactive, my son needs to be engaged and shes
doing great in that regard.

RS
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wonderful experience, my son likes lisa, shes taught him things he didnt know before and he is more confident.

Ya
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{not commented yet}she is very professional and patience with my son I like the strategy she use working with him. She have great knowledge on tutoring

HC
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Very helpful

HC
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Jade deserves thousands of stars. Best tutor I have ever had. She explains things in a clear concise manner. He knowledge base is amazing. She is amazing and I am so grateful for her help!!!!!!

IR
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Gregory excels as a tutor, demonstrating a genuine passion for teaching and a deep commitment to facilitating student learning. He meticulously delves into the intricacies of concepts, ensuring a thorough understanding by students. Gregory effectively uses examples to actively engage students in...

NM
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Jessie has been awesome with my kids. My daughter struggled with math last year, and Jessie got her completely up to speed in being an A student!

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Carol was wonderful. My child has a lot of energy and Carol was able to work with her and engage her in the lesson. Carol has so many ideas and resources at the ready to shift my child's focus back to the lesson. I'm looking forward to continuing with these sessions...

KC
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Very helpful and thorough when working with my son. She was very knowledgeable and could convey my son's learning material in a way that he understood. He went from AB Honoroll to A Honoroll! Thank you, Olivia!

RS
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We had a few sessions with Ms. Barron virtually and it was amazing to see how creative she was explaining the reading concepts to my 5 year old. We initially had some technical difficulties but she did a great job with improvising to ensure my daughter had a productive session. overall, i enjoyed...

RS
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Mr. Forster has been amazing for my 7 year old daughter. I requested tutoring primarily to help her with math. Coming out of first grade, she seemed to be struggling a little so over the holidays, i started her on tutoring to prepare her for 2nd grade. Over the past few months, her knowledge and...

LW
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AJ was very patient and knowledgeable of the content. He provide a very detailed and concise explanation with care which helped to ease my anxiety about math.

AP
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Kevin has been absolutely wonderful and patient while helping me prepare for my upcoming TEAS test exam. He explains things very thoroughly and takes time to make sure that I really understand the material being presented. I am very happy to have him as a tutor and he has helped me with a lot in...

JS
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Izzy was a great tutor. She clearly knew the subject matter.

TR
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Paul was knowledgably and friendly. He was always flexible, and worked around what was convenient for me.

D.
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great on helping me understand key concepts and helped with providing practice which allowed me to excel in my class

D.
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helped with my understanding of code and was able to do a great job on the AP exam

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Very humorous and fun approach to physics. He makes physics interesting to learn.

AM
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I loved working with her. She set up a very comforting environment for me and was extremely understanding of anything I struggled with, not only that but I enjoyed being able to converse with her on how my brain works during tests and she gave me the appropriate amount of advice to overcome my...

KR
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Varre has done a wonderful job of tutoring my high school junior in both AP Physics and accelerated junior year math (Precalculus.). Prior to working with Varre, my son’s grades had been slipping and he was struggling with the concepts in both courses. Varre worked with him for a few weeks and...

SF
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Francisco is a wonderful tutor. My son is in college and we have used Frog Tutors off and on through high school and a couple of times since he's been in college. Francisco is not only very knowledgeable but the way he presents the material and re-teaches concepts is incredible. My son was...

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Alex was my tutor for my Fall 2023 OSM 202: Intro to Business Analytics Course. He was always available, energetic, and open to all situations. We encountered a difficult situation in this course almost on a weekly basis and even when I became very frustrated, Alex knew how to calm me down. I...

AR
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Anthony has been encouraging and kind to our son who has severe adhd. Anthony has a large knowledge base and present material thoughtfully and thoroughly.

LM
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Great!!!!!

DC
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He's an icon to society and singlehandedly carried my calc II grade.

KR
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I’ve been studying for my HiSET GED exam for five months now and have been through multiple tutors already so I was glad to pair with Marthe. She has helped me so much, she is very efficient at helping me understand the ELA, Mathematics, Science and other topics especially with the longer word...

MP
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Everything is great.

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


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

Queens, 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 Queens, 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 Queens, NY


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

Tutoring Locations For AP Statistics In Queens, NY


  • Student homes
  • Public Libraries
  • Queens neighborhoods and suburbs

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


Queens, NY Tutoring FAQ

How do I find a reliable tutor in Queens, NY?

To find a reliable tutor in Queens, NY, consider using local tutoring services like FrogTutoring. They offer personalized matching with qualified tutors based on your specific educational needs and learning style. Be sure to read reviews, ask for referrals, and communicate your learning objectives to find the best match.

What subjects can I get tutoring for in Queens, NY?

In Queens, NY, you can get tutoring for a wide range of subjects including math, science, English, foreign languages, and standardized test prep. FrogTutoring specifically provides comprehensive tutoring support for K-12 and college subjects, as well as exam preparation, ensuring all your academic needs are met.

Are there any affordable tutoring options in Queens, NY?

Affordable tutoring options in Queens, NY, are available through services like FrogTutoring, which offers competitive pricing and various packages to fit different budgets. Additionally, inquire about group sessions, sliding scale fees, or scholarships to maximize cost efficiency.

Can I find online tutoring services in Queens, NY?

Yes, you can find online tutoring services in Queens, NY. FrogTutoring provides a virtual learning platform that connects you with qualified tutors for one-on-one sessions, allowing for convenient and flexible learning from the comfort of your home.

How do I choose the right tutor for my child in Queens, NY?

To choose the right tutor for your child in Queens, NY, consider factors like the tutor's qualifications, experience, and teaching style. FrogTutoring offers a personalized approach to match your child with a tutor that aligns with their academic requirements and personality, ensuring an effective and enjoyable learning experience.

What is the average cost of tutoring in Queens, NY?

The average cost of tutoring in Queens, NY can vary widely based on the subject, tutor's expertise, and session length. Services like FrogTutoring offer detailed pricing information upon request and strive to provide high-quality, affordable tutoring services tailored to your individual financial situation.

How can I ensure the tutor has the right qualifications in Queens, NY?

To ensure the tutor has the right qualifications in Queens, NY, verify their credentials, ask for references, and conduct an initial interview. FrogTutoring carefully screens their tutors for qualifications, experience, and background so that you can trust the educational support your child is receiving.

Is it possible to get a tutor for SAT/ACT prep in Queens, NY?

Yes, it is possible to get a tutor for SAT/ACT prep in Queens, NY. FrogTutoring offers specialized tutoring for these exams with experienced tutors who are familiar with the latest test formats and strategies, helping students maximize their scores.

What are the benefits of one-on-one tutoring in Queens, NY?

The benefits of one-on-one tutoring in Queens, NY include personalized attention, customized lesson plans, flexible scheduling, and the ability to learn at your own pace. FrogTutoring provides individualized support that targets each student's unique strengths and areas for improvement, leading to more effective learning outcomes.

Can tutoring help with learning disabilities in Queens, NY?

Tutoring can be extremely helpful for students with learning disabilities in Queens, NY. FrogTutoring offers specialized tutors trained to work with students with various learning challenges, using tailored strategies to accommodate their needs and facilitate their academic progress.

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()

Queens, NY Neighborhoods We Service

Welcome to Queens, NY, the largest in area and second-most populous of the five boroughs in New York City. Bursting with cultural diversity and endless community pride, Queens is home to a mosaic of neighborhoods each with its distinct character. Whether you’re considering a move, planning a visit, or simply curious about this vibrant urban sprawl, here’s an exhaustive list of the neighborhoods that give Queens its unique charm:

Arverne, Astoria, Astoria Heights, Auburndale, Bay Terrace, Bayside, Bayswater, Beechhurst, Bellaire, Belle Harbor, Bellerose, Blissville, Breezy Point, Briarwood, Broad Channel, Brookville, Cambria Heights, College Point, Corona, Ditmars, Douglaston, Dutch Kills, East Elmhurst, Edgemere, Elmhurst, Far Rockaway, Floral Park, Flushing, Forest Hills, Forest Hills Gardens, Fresh Meadows, Fresh Pond, Glen Oaks, Glendale, Hammels, Hillcrest, Hollis, Hollis Hills, Holliswood, Howard Beach, Howard Park, Hunters Point, Jackson Heights, Jamaica, Jamaica Center, Jamaica Estates, Jamaica Hills, Kew Gardens, Kew Gardens Hills, Laurelton, LeFrak City, Linden Hill, Lindenwood, Little Neck, Long Island City, Malba, Maspeth, Meadowmere, Middle Village, Murray Hill, Neponsit, New Hyde Park, North Corona, North Shore Towers, Oak Ridge, Oakland Gardens, Ozone Park, Pomonok, Queens Village, Queensborough Hill, Queensbridge, Ramblersville, Ravenswood, Rego Park, Richmond Hill, Ridgewood, Rochdale Village, Rockaway Beach, Rockaway Park, Rosedale, Roxbury, Saint Albans, South Jamaica, South Ozone Park, Springfield Gardens, Steinway, Sunnyside, Sunnyside Gardens, Tudor Village, Utopia, Whitestone, Willets Point, Woodhaven, and Woodside.

These neighborhoods collectively encompass everything from seaside communities such as The Rockaways with their sandy beaches and relaxed lifestyle, to bustling, cosmopolitan areas like Astoria and Long Island City teeming with restaurants, bars, and a thriving arts scene.

Each Queens neighborhood has its own story, its distinctive blend of residents, and an ambiance you won't find anywhere else. Take Flushing, for example, an Asian cultural epicenter, or Jackson Heights, which celebrates some of the most diverse demographics in the world, with a rich tapestry of Latin American, South Asian, and East Asian communities.

Deep in the borough’s heart, neighborhoods like Forest Hills balance historic charm with modern convenience, exemplifying the suburban-urban mix that defines Queens. Meanwhile, areas like Bayside or Jamaica Estates offer more tranquil residential living with access to fantastic school districts, making them a prime choice for families.

As you weave through the borough's intricate web of communities, from the quiet enclaves of Belle Harbor to the dynamic streets of Jamaica, you'll find that Queens defies singular description. It is both the launching pad for the American dreams of new immigrants and the cherished, multi-generational home of established New Yorkers.

Queens' neighborhoods, collectively a cross-section of the world, are each a destination unto themselves. The borough's diversity is its greatest strength, providing a rich and ever-expanding cultural landscape that offers something for everyone, from foodies to history buffs, artists to entrepreneurs. It’s this astonishingly unique patchwork of neighborhoods that makes Queens not only an exceptional place to visit but a wonderful place to call home.

About Queens, NY And It’s Education Institutions

Queens, New York, one of the five boroughs of New York City, is a tapestry of cultures and landmarks with a rich history as diverse as its population. Founded in 1683 and with a current population of over 2.3 million, it is the largest in area and the second in population among the city's boroughs. Landmarks such as Flushing Meadows-Corona Park, which hosted two 20th century World’s Fairs, and the Unisphere, a mammoth steel globe, encapsulate the borough's grandeur. Additionally, Queens is home to Citi Field, the beloved ballpark of the New York Mets, and offers a taste of cinematic history with the Museum of the Moving Image in Astoria. From the bustling diversity of Jackson Heights to the quiet, suburban streets of Whitestone, neighborhoods in Queens offer a panoply of lifestyles and experiences, representing over 100 nationalities.

In terms of education, Queens boasts an array of high-ranking K-12 schools that cater to its dynamic and varied communities. Notable public schools include Townsend Harris High School and Queens High School for the Sciences at York College, both of which consistently top the rankings for New York State. Among private institutions, The Kew-Forest School and St. Francis Preparatory School are well-regarded for their rigorous academic programs. Queens students have access to educational resources such as the Queens Borough Public Library, one of the largest public library systems in the United States, along with various after-school and enrichment programs that the community and educational nonprofits provide. The borough also operates under the New York City Department of Education’s supervision, ensuring adherence to high standards and opportunities for specialized magnets and gifted and talented programs.

Higher education in Queens is similarly robust with major universities adding to the intellectual vibrancy of the borough. St. John’s University and Queens College, part of the City University of New York (CUNY) system, are prominent educational institutions that host a diverse student body and offer a wide range of undergraduate and graduate programs. Additionally, York College and LaGuardia Community College provide pathways to higher education with affordable courses and a focus on engaging the communities they serve. These institutions not only contribute to the local economy but also to the cultural and social fabric of Queens, thus underlining the borough's commitment to being a center for knowledge and learning amidst the urban diversity of New York City.

Students at These Queens, NY Schools Excel with Our Tutoring

As an educational support organization, we have had the privilege to assist students from a diverse array of educational institutions across Queens, NY. This includes students from both private and public schools, each with its unique environment and commitment to excellence in education. The schools listed below represent just a sample of where our students come from. They've seen significant benefits from our personalized tutoring services, which cater to individual learning styles and academic goals. While this list does not encompass all the schools we serve, it reflects the breadth of our reach in one of New York City's most vibrant boroughs.

Here are up to 10 public and 10 private schools in Queens, NY:

Public Schools:

  1. Townsend Harris High School
  2. Queens High School for the Sciences at York College
  3. Baccalaureate School for Global Education
  4. Francis Lewis High School
  5. Stuyvesant High School - though physically located in Manhattan, it's a prestigious school that attracts top students from all boroughs including Queens.
  6. Benjamin N. Cardozo High School
  7. Academy of American Studies
  8. Forest Hills High School
  9. Aviation Career & Technical Education High School
  10. Newtown High School

Private Schools:

  1. The Kew-Forest School
  2. Queens Lutheran School
  3. The Windsor School
  4. St. Francis Preparatory School
  5. Archbishop Molloy High School
  6. The Mary Louis Academy
  7. Holy Cross High School
  8. Our Lady of the Blessed Sacrament Catholic Academy
  9. St. Demetrios Preparatory School
  10. Immaculate Conception Catholic Academy

Please note that Stuyvesant High School, while included on this list due to its popularity among Queens students, is technically located outside Queens. Additionally, the diversity of schools in Queens is broad, covering various neighborhoods and communities, each fostering an environment where our tutoring services can make a substantial impact on student success.

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.

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