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Статистика страхования

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СОДЕРЖАНИЕ

1. СТАТИСТИКА СТРАХОВАНИЯ

1.1 Основные понятия статистики страхования

1.2 Статистика имущественного страхования

1.2.1 Основные абсолютные и относительные показатели

1.2.2 Расчет нетто-ставки

1.3 Статистика личного страхования

2. ПРАКТИЧЕСКОЕ ЗАДАНИЕ

ВЫВОДЫ

СПИСОК ЛИТЕРАТУРЫ

1. СТАТИСТИКА СТРАХОВАНИЯ

1.1 Основные понятия статистики страхования

Страхование представляет систему экономических отношений по защите
имущественных и неимущественных интересов юридических и физических лиц
путём формирования денежных фондов, предназначенных для возмещения
ущерба и выплаты страховых сумм при наступлении страховых событий.

Страховое событие – потенциальный страховой случай, на предмет которого
производится страхование (несчастный случай, болезнь и т.п.).

Страховой случай – это свершившееся страховое событие, с наступлением
которого возникает обязанность страховщика произвести оплату
страхователю.

При страховом случае с личностью страхователя выплата называется
страховым обеспечением, а при страховом случае с имуществом – страховым
возмещением.

1.2 Статистика имущественного страхования

Стихийные бедствия, их последствия и несчастные случаи нельзя
предусмотреть в буквальном смысле. Закономерность этих событий можно
проследить только в результате изучения массовой статистической
информации, применяя соответствующие методы, основанные на теории
вероятностей.

1.2.1 Основные абсолютные и относительные показатели

Основу системы показателей составляют характеристики, получаемые
непосредственно из наблюдения. Применяемые в имущественном страховании
показатели делятся на 3 группы: объёмные показатели, средние и
относительные.

Основные абсолютные показатели

· Страховое поле, максимальное число объектов, которое может быть
охвачено страхованиемNmax· Число застрахованных объектов, или число
заключённых договоров страхования за определенный период(страховой
портфель)N· Страховая сумма застрахованного объектаS· Сумма поступившего
страхового платежа (страховой взнос)V· Число страховых
случаевpicscalex100010009000003c900000002001c000000000005000000090200000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· Число пострадавших
объектовpicscalex100010009000003c900000002001c00000000000500000009020000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· Страховая сумма пострадавших
объектовpicscalex100010009000003c900000002001c00000000000500000009020000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· Сумма выплаченного страхового
возмещенияW

Таблица 1.1. Основные относительные показатели имущественного
страхования

ПоказательФормула расчетаПоясненияСтепень охвата страхового
поляpicscalex1000100090000031c01000003001c000000000005000000090200000000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Показывает долю застрахованных объектов от числа максимально возможных.
Характеризует уровень развития добровольного страхованияСтраховой платеж
на 1 руб. страховой
суммыpicscalex100010009000003db01000004007e00000000000500000002010100000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Характеризует тарифную
ставку страхованияЧастота страховых
случаевpicscalex1000100090000032f010000030015000000000005000000090200000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Показывает, сколько страховых случаев приходится в расчёте на 100
или 1000 застрахованных объектов. Можно интерпретировать как вероятность
гибели или повреждения застрахованного имущества. Всегда 1, то страхование имущества убыточно. В динамике этот
показатель должен уменьшаться.Полнота уничтожения пострадавших объектов
(коэффициент
ущербности)picscalex1000100090000030101000003001500000000000500000009020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Характеризует удельный вес
суммы возмещения в страховой сумме пострадавших объектов. Если
показатель равен 1, значит, в результате страхового случая ущерб равен
действительной стоимости застрахованного имущества. Та-кой ущерб
называется полным ущербом. Если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,7,
связь между признаками объём реализации и среднегодовая стоимость
основных производственных фондов – сильная.

6. В рамках корреляционного анализа решается задача обнаружения линейной
связи и оценки её уровня. Самый простой способ оценки связи – это
графический способ. В этом случае строится поле корреляции, которое
образует множество точек с координатами
(picscalex1000100090000032901000002001c000000000005000000090200000000050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), i=1, … N.

По виду корреляционного поля можно оценить связь. Достаточно построить
на корреляционном поле вертикальную прямую х =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 и горизонтальную прямую у =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. Корреляционное поле будет таким образом разделено на 4 зоны:

· х меньше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, у меньше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 – зона (– , –)

· х меньше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, у больше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 – зона (– , +)

· х больше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, у меньше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 – зона (+ , –)

· х больше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, у больше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 – зона (+ , +).

Корреляционный анализ можно проводить как для несгруппированных данных,
так и для сгруппированных. Проведем корреляционный анализ для исходных
несгруппированных данных (таблица 1).
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Рис 3. Корреляционное поле для исходных данных

Поскольку 15 из 16 точек лежит в зонах (– , –) и (+, +), то линейная
связь между рассматриваемыми признаками х и у положительная.

Парный линейный коэффициент корреляции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характе
ризует направление взаимосвязи и оценивает её степень тесноты.
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 (21)

Значения всех необходимых показателей найдём с помощью вспомогательной
таблицы.

Таблица 2.9 Вспомогательная таблица для расчёта коэффициента корреляции
(несгруппированные данные)


п/пpicscalex100010009000003c900000002001c0000000000050000000902000000000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А1234519783,523442,5643722,80
,8121043,63,713871,7675460,11,193620,62,131321,8821992,90,244485,11,0550
9,3680542,42,465884,52,822494,2913363,40,0461020,44,14183,6463252,32,19А
123457872,32,732381,3810691,60,018421,81,5632,71204781,259280,60,89249,7
32384372,9910851,83,042589,476872,410,1811637,22,371510,1617344,90,06128
15,62,562087,942180,890,00413921,73,22949,4423347,80,3414544,31,64892,65
50445,20,9615915,132745,321374,40,14161010,43,613647,5458322,30,98Итого:
1230341,8735509,884782913,86Среднее:768,942,622219,3652989,30,87

Среднее квадратическое отклонение определяем на основании формулы:
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 (22)

Подставив данные из таблицы 9, получаем:
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 (млн. руб.)
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 (млн. руб.)

Таким образом, парный линейный коэффициент корреляции:
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0,97

Поскольку полученный коэффициент корреляции больше 0, связь
положительная. Так как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>0,7 и практически равен 1, то взаимосвязь между признаками
очень высокая.

Проведем корреляционный анализ для сгруппированных данных (табл. 3).
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Рис 4. Корреляционное поле для вариационного ряда

Поскольку 5 точек из 5 лежит в зонах (– , –) и (+, +), то линейная связь
между рассматриваемыми признаками х и у положительная.

Составим вспомогательную таблицу для расчёта всех необходимых
показателей необходимых для определения парного линейного коэффициента
корреляции по формуле (21).

Таблица 2.10 Вспомогательная таблица для расчёта коэффициента корреляции
(несгруппированные данные)
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А123456781351,21,1952702,42,39839,373490094,062514,71,34
521029,42,691384,541292733,253628,92,2521257,84,52830,05392210,274856,12
,78843424,211,159546,6730354,40,115981,53,52365889,221,1420747,642711824
,89Итого:3332,411,1011230341,8735348,2881904012,59Среднее:768,942,622209
,2751189,990,787Определим среднее квадратическое отклонение по формуле
(22):

picscalex1000100090000039801000004001c0000000000050000000902000000000500
0000020101000000050000000102ffffff00050000002e0118000000050000000b020000
0000050000000c02800240101200000026060f001a00ffffffff000010000000c0ffffff
b6ffffff00100000360200000b00000026060f000c004d61746854797065000060000800
0000fa0200001000000000000000040000002d0100000500000014028c01ac0305000000
13027001dd0308000000fa0200002000000000000000040000002d010100050000001402
7801dd0305000000130212022404040000002d01000005000000140212022c0405000000
130252008a0405000000140252008a040500000013025200350a1c000000fb0280fe0000
000000009001000000000402001054696d6573204e657720526f6d616e00d89ff377e19f
f3772020f5775e0a6645040000002d01020008000000320ac0017c0e0200000032350800
0000320ac001170e010000002c3509000000320ac001de0b030000003232366508000000
320ac001a80802000000393908000000320ac0014f08010000002c390a000000320ac001
9604050000003531313839001c000000fb0280fe00000000000090010000000200020010
53796d626f6c0000d10e0a79a0f11200d89ff377e19ff3772020f5775e0a664504000000
2d01030004000000f001020008000000320ac001a70a010000003d3108000000320ac001
6702010000003d311c000000fb02e0fe0000000000009001010000cc0402001054696d65
73204e657720526f6d616e00d89ff377e19ff3772020f5775e0a6645040000002d010200
04000000f001030008000000320a20024c0101000000f5311c000000fb0280fe00000000
00009001010000020402001053796d626f6c0000d10e0a7aa0f11200d89ff377e19ff377
2020f5775e0a6645040000002d01030004000000f001020008000000320ac0011c000100
000073310a00000026060f000a00ffffffff0100000000001c000000fb02100007000000
0000bc02000000cc0102022253797374656d00455e0a664500000a0021008a0100000000
02000000bcf31200040000002d01020004000000f0010300030000000000 (млн. руб.)
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 (млн. руб.)

Таким образом, парный линейный коэффициент корреляции:
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0,98
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0,97

Поскольку полученный коэффициент корреляции больше 0, связь
положительная. Так как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>0,7 и практически равен 1, то взаимосвязь между признаками
очень высокая.

Значение коэффициента корреляции для несгруппированных данных является
приближённым, так как происходит усреднение значений признака для каждой
выделенной группы. Коэффициент корреляции для несгруппированных данных
является точным, но связан с большими вычислительными затратами, поэтому
на практике лучше проводить корреляционный анализ для несгруппированных
данных, при условии что полученная группировка является однородной.

ВЫВОДЫ

Статистика страхования – систематизированное изучение и обобщение
наиболее массовых и типичных страховых операций на основе выработанных
статистической наукой методов обработки обобщенных итоговых натуральных
и стоимостных показателей, характеризующих страховое дело. Все
показатели, подлежащие статистическому изучению, делятся на две группы.
Первая отражает процесс формирования страхового фонда, вторая – его
использование.

Статистика страховая построена на сборе необходимой информации с помощью
статистического и бухгалтерского учета, которые предусматривают
регистрацию соответствующих первичных документов в журналах и других
учетных формах. Обобщенные в текущей и годовой статистической отчетности
итоговые показатели учета анализируются и обрабатываются с помощью
статистических методов.

Для этого строятся динамические ряды сравнимых показателей, оценивается
влияние важнейших факторов на рост страховых платежей, договоров и
застрахованных объектов, выплату страхового возмещения, страховых сумм и
финансовые результаты страхования. Существенную роль в этом деле
выполняет анализ средних и относительных показателей, средний страховой
платеж, средняя страховая сумма, охват страхового поля, средняя нагрузка
одного работника, средняя выплата, убыточность страховой суммы.

Страховая статистика помогает выявлять неиспользованные резервы и
имеющиеся недостатки в страховой работе, обеспечивать правильное
планирование и контроль за ходом выполнения плана, определять важнейшие
закономерности, тенденции и перспективы развития страхового дела.

Расчётная часть выполнена в следующей последовательности:

1) Группировка данных;

2) дисперсионный анализ;

3) корреляционный анализ.

Аналитическая группировка была проведена с равными интервалами i=152,6;
оптимальное число гр m=5 расчитали по формуле Стержесса.

Из аналитической группировки предприятий по объёму производства выявила
положительную связь между показателями: объём производства и
среднегодовой стоимостью основных производственных фондов. По данным
ряда распределения построена гистограмма распределения и кумулята.

По факторному признаку вычислено:

а) среднее значение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768,9 тонн;

б) размах вариации R=763 тонны;

в) Среднее линейное отклонение d=203 тонн

г) Дисперсия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51189,99
тоннpicscalex1000100090000039d00000002001c000000000005000000090200000000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д) Среднее квадратическое отклонение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226,25 тонн

е) коэффициент вариации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29,46%. Так как коэффициент вариации превышает
25%, то вариация объёма производства сильная. Так как коэффициент
вариации не превышает 33%, то это говорит об однородности информации.

Проведён дисперсионный анализ, для которого произведены следующие
вычисления:

а) общая дисперсия
picscalex1000100090000036601000002001c0000000000050000000902000000000500
0000020101000000050000000102ffffff00050000002e0118000000050000000b020000
0000050000000c024003e0071200000026060f001a00ffffffff000010000000c0ffffff
afffffffa0070000ef0200000b00000026060f000c004d617468547970650000a0001c00
0000fb0280fe0000000000009001000000000402001054696d6573204e657720526f6d61
6e00d89ff377e19ff3772020f577a30c66ae040000002d01000008000000320a00023407
01000000207909000000320a00020605030000003836366508000000320a0002b2040100
00002c3608000000320a0002f8030100000030361c000000fb02e0fe0000000000009001
000000000402001054696d6573204e657720526f6d616e00d89ff377e19ff3772020f577
a30c66ae040000002d01010004000000f001000008000000320a2d01bc01010000003236
1c000000fb0280fe0000000000009001000000020002001053796d626f6c0000b7090a77
a0f11200d89ff377e19ff3772020f577a30c66ae040000002d01000004000000f0010100
08000000320a0002c602010000003d361c000000fb02c0fd000000000000900101000002
0402001053796d626f6c0000e40d0a28a0f11200d89ff377e19ff3772020f577a30c66ae
040000002d01010004000000f001000008000000320a78020a000100000073361c000000
fb02e0fe0000000000009001010000cc0402001054696d6573204e657720526f6d616e00
d89ff377e19ff3772020f577a30c66ae040000002d01000004000000f001010008000000
320aa302d60101000000f3360a00000026060f000a00ffffffff0100000000001c000000
fb021000070000000000bc02000000cc0102022253797374656d00aea30c66ae00000a00
21008a010000000001000000bcf31200040000002d01010004000000f001000003000000
0000(млн.
руб)picscalex1000100090000039d00000002001c000000000005000000090200000000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;

б) межгрупповая диспесия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(млн.
руб.)picscalex1000100090000039d00000002001c00000000000500000009020000000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;

в) внутригрупповая дисперсия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(млн.
руб.)picscalex1000100090000039d00000002001c00000000000500000009020000000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Так как полученный эмпирический коэффициент
детерминации.picscalex100010009000003c900000002001c000000000005000000090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0,909 близок к единице, то это
говорит о том, что связь между рассматриваемыми признаками достаточно
сильная. Так как эмпирическое корреляционное
отношениеpicscalex1000100090000039d00000002001c0000000000050000000902000
0000005000000020101000000050000000102ffffff00050000002e01180000000500000
00b0200000000050000000c02a00180011200000026060f001a00ffffffff00001000000
0c0ffffff2600000040010000c60100000b00000026060f000c004d61746854797065000
050001c000000fb0280fe0000000000009001010000020402001053796d626f6c0000e90
90afda0f11200d89ff377e19ff3772020f577dc09660b040000002d01000008000000320
a000146000100000072790a00000026060f000a00ffffffff0100000000001c000000fb0
21000070000000000bc02000000cc0102022253797374656d0000dc09660b00000a00210
08a0100000000ffffffffbcf31200040000002d01010004000000f001000003000000000
0>0,7, связь между признаками объём реализации и среднегодовая стоимость
основных производственных фондов – сильная.

Проведён корреляционный анализ для этого:

а) построено поле корреляции;

б) вычислен парный линейный коэффициент
picscalex103010009000003c900000002001c0000000000050000000902000000000500
0000020101000000050000000102ffffff00050000002e0118000000050000000b020000
0000050000000c02600220021200000026060f001a00ffffffff000010000000c0ffffff
a6ffffffe0010000060200000b00000026060f000c004d61746854797065000070001c00
0000fb02e0fe0000000000009001010000cc0402001054696d6573204e657720526f6d61
6e00d89ff377e19ff3772020f5771a0f661a040000002d01000008000000320ae001cd00
02000000f5f31c000000fb0280fe0000000000009001010000000402001054696d657320
4e657720526f6d616e00d89ff377e19ff3772020f5771a0f661a040000002d0101000400
0000f001000008000000320a80013a000100000072f30a00000026060f000a00ffffffff
0100000000001c000000fb021000070000000000bc02000000cc0102022253797374656d
001a1a0f661a00000a0021008a0100000000000000005cf31200040000002d0100000400
0000f0010100030000000000=0,97.

Поскольку полученный коэффициент корреляции больше 0, связь
положительная. Так как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>0,7 и практически равен 1, то взаимосвязь между признаками
очень высокая.

СПИСОК ЛИТЕРАТУРЫ

1. Бурцева С.А. Статистика финансов: Учебник. – М.: Финансы и
статистика, 2004

2. Ефимов М.Р., Петров Е.В., Румянцев В.Н. Общая теория статистики:
Учебник для вузов. – М.: Инфра-М, 1996.

3. Гусаров В. М. Статистика: Учеб. пособие. – М.: ЮНИТИ-ДАНА, 2002

4. Кедрин В.С. Основы статистического анализа: Методические указания по
выполнению контрольной работы по дисциплине «Статистика»/ В.С. Кедрин. –
Братск: ГОУ ВПО «ИГУ» филиал в г. Братске, 2009.

5. Теслюк И.Е. Статистика финансов: Учеб. пособие. Минск: Высш. шк.,
1994

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