No.8

ISSN 2189-2008

社会と統計
第８号

立教大学 社会情報教育研究センター 研究紀要

2022年2月

┠ḟ  (1)ᅈ˟ểወᚘᴾᇹ ᵖ ӭᴾ‫ن‬ଢ଼஢ঀ‫هॺش‬‫؞‬॥টॼምपउऐॊଁੑઇ୘भৰᄷਾઔ
৛ઠย঳ ৛ઠਮ෇ ୅িৰ‫كق‬‫ن‬ৱમ‫ه‬‫؞‬৆ਿଁੑ৖ভड़থছॖথল୑ਾઔ
ٕ৽ੋଁੑ৾ভ৸বଢ଼஢পভ఺ल૚ரল୑ਾઔٕ
ᨒম௏ ᫟মઌ঳‫كق‬‫؞‬ਲਗॹ‫ش॔ॱش‬ढ़ॖঈभ৿਱  ٕ,$66,67 ফઃপভभਾઔऊैٕ
❅ଶऊउॉ ૜ેຮ༟‫كق‬‫ن‬७থॱ‫ش‬ણ৿ਾઔ‫ه‬‫ ؞‬ফ২঺ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬ଢ଼஢ણ৿ಉਾઔ      ‫كق‬
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(2) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ㹙◊✲ࣀ࣮ࢺ㹛ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌ (3)ࠓ◊✲ࣀ࣮ࢺࠔ

ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌
ᒣཱྀ ㄔ୍
ᒣཱྀ ࿴⠊
㛛⏣ ᐇ
࠙せ᪨ࠚ COVID-19 ࣃࣥࢹ࣑ࢵࢡ࡟ࡼࡗ࡚㸪ከࡃࡢ኱Ꮫ࡛ࡣ㐲㝸ᤵᴗࡢᐇ᪋ࢆవ൤࡞ࡃࡉࢀࡓ. 㐲㝸ᤵᴗ࡟ࡣᵝࠎ࡞ᙧᘧࡀ࠶ࡿࡀ㸪ཷㅮ⏕ࡀື⏬ࢆど⫈ࡋ࡚Ꮫ⩦ࡍࡿ࠸ࢃࡺࡿ࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡛ࡢ⤫ィᩍ⫱࡟࠾ࡅࡿ㛗ᡤ࣭▷ᡤࡸཷㅮ⏕ࡢᐇែ➼࡟㛵ࡍࡿ▱ぢࢆᚓࡿࡓࡵ㸪Ꮫ㒊Ꮫ⏕㸦3㸪4 ᖺ⏕㸧࠾ࡼࡧ኱Ꮫ㝔⏕㸦୺࡟♫఍ே㸧࡟ᑐࡋ㸪ᤵᴗᐇ㊶࠾ࡼࡧㄪᰝࢆ⾜ࡗࡓ. ࡑࡢ⤖ᯝ㸪ᤵᴗᐇ㊶ࢆ⾜ࡗࡓ࢜ࣥࢹ࣐ࣥࢻᤵᴗ
ࡣ㸪ᑐ㠃ࡲࡓࡣྠᮇᆺࡢᖹᆒⓗ࡞ᤵᴗࡼࡾࡶᏛ⩦ෆᐜࡀ㌟࡟௜ࡁࡸࡍ࠸࡜࠸࠺ᅇ⟅ഴྥࡀ࠶ࡗࡓ. ࡲࡓ㸪ᤵᴗື⏬ࢆど⫈ࡍࡿ㝿ࡢ෌⏕㏿ᗘࡢタᐃࡣ㸪Ꮫ㒊Ꮫ⏕ࡢ᪉ࡀ኱Ꮫ㝔⏕ࡼࡾࡶ㏿࠸㏿ᗘ࡟タᐃࡍࡿഴྥࡀ࠶
ࡗࡓ. ࡑࡋ࡚㸪ཷㅮ⏕ࡢࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࡢ᧯సࢫ࢟ࣝ⩦ᚓ࡟࠾ࡅࡿཷㅮ⎔ቃᨵၿࡢࡓࡵࡢ▱ぢ➼ࡀᚓࡽࢀࡓ.
࣮࣮࢟࣡ࢻ : ⤫ィᩍ⫱㸪ࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱㸪㐲㝸ᤵᴗ㸪࢜ࣥࢹ࣐ࣥࢻᤵᴗϨ ࡣࡌࡵ࡟
 2020 ᖺࡢ COVID-19 ࣃࣥࢹ࣑ࢵࢡ௨㝆㸪኱Ꮫ࡟࠾ࡅࡿᩍ⫱᪉ἲࡀ୍ኚࡋ㸪㐲㝸ᤵᴗࢆ୰ᚰ࡜ࡋࡓᩍ⫱ࡀᒎ㛤ࡉࢀ㸪ࡑࡇ࡛ᚓࡓ▱ぢ➼ࡣ㸪ࡇࡢࣃࣥࢹ࣑ࢵࢡࡀ⤊ᜥࡋࡓᚋ࡟࠾࠸࡚ࡶ
⏕࠿ࡉࢀࡿࡇ࡜ࡣ㛫㐪࠸࡞࠸. ᩍ⫱ࡢෆᐜ࡟ࡼࡗ࡚ࡣ㸪ᚑ᮶ࡢᑐ㠃ᙧᘧࡢࡳࡢᤵᴗࡼࡾࡶ㸪㐲㝸ᤵᴗࢆ⏝࠸ࡓᙧᘧࡢᤵᴗࡢ᪉ࡀຠᯝⓗ࡞ᩍ⫱ࢆ⾜࠺ࡇ࡜ࡀ࡛ࡁࡿྍ⬟ᛶࡀ࠶ࡿ. ౛࠼ࡤ㸪▱㆑ࡢఏ㐩ࡸࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࡢ᧯సࢫ࢟ࣝࢆ⩦ᚓࡍࡿࡇ࡜ࡀ┠ⓗ࡛࠶ࢀࡤ㸪ఱᗘ࡛ࡶど⫈࡛ࡁࡿື⏬ᩍᮦࡢ᪉ࡀຠᯝⓗ࡞ሙྜࡶ࠶ࡿ࡛࠶ࢁ࠺.
 ᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AI ᩍ⫱⌧≧ㄪᰝ㸦➨ 2 ᅇ㸪2020㸧࡟ࡼࡿ࡜㸪ᩘ⌮࣭ࢹ࣮ࢱࢧ
࢖࢚ࣥࢫ࣭AI ᩍ⫱ࢆᢸᙜ࡛ࡁࡿᩍဨࡀ୙㊊ࡋ࡚࠸ࡿ࡜࠸࠺. ࡇࡢᩍဨ୙㊊ࡢၥ㢟ࡢࡓࡵࡔࡅ࡛ࡣ࡞ࡃ㸪኱Ꮫ࣭㧗➼ᑓ㛛Ꮫᰯ࡟࠾ࡅࡿࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱ࡀ㸪඲ᅜⓗ࡟ᬑཬࡋຠᯝⓗ࡞ᩍ⫱ࢆ⾜ࡗ࡚࠸ࡃࡓࡵ࡟ࡣ㸪ື⏬ᩍᮦࡣ᭷⏝࡜⪃࠼ࡽࢀࡿ. ᩥ㒊⛉Ꮫ┬࡟ࡼࡿ 2021 ᖺᗘࡢࠕᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AI ᩍ⫱ࣉࣟࢢ࣒ࣛ㸦ࣜࢸࣛࢩ࣮ࣞ࣋ࣝ㸧ࠖ࡟ㄆᐃࡉࢀࡓ 4 ᖺไ኱Ꮫࡢࣉࣟࢢ࣒ࣛࢆ࣋ࢿࢵࢭࢥ࣮࣏࣮ࣞࢩࣙࣥ㸦2021㸧ࡀศᯒࡋࡓ࡜ࡇࢁ㸪ศᯒᑐ㇟࡜
࡞ࡗࡓ 55 ኱Ꮫ࡟࠾ࡅࡿᤵᴗᙧែࡣ㸪ྠ᫬཮᪉ྥᆺࡢࠕࣛ࢖ࣈࡢࡳ࡛ࠖࡢ㛤ㅮࡀ 53㸣㸪ࠕࣛ࢖ࣈ࡜࢜ࣥࢹ࣐ࣥࢻࡢ⼥ྜࠖ43㸣㸪
ࠕ࢜ࣥࢹ࣐ࣥࢻࡢࡳࠖ4㸣࡜࡞ࡾ㸪༙ᩘ㏆ࡃࡀ࢜ࣥࢹ࣐ࣥ
ࢻᙧᘧࡢᩍ⫱᪉ἲࢆά⏝ࡋ࡚࠸ࡓ. ࡇࢀࡽࡢࡇ࡜࠿ࡽࡶ㸪௚ࡢᙧᘧࡢᤵᴗ࡟ᑐࡍࡿ࢜ࣥࢹ࣐
ࣥࢻᙧᘧࡢᩍ⫱ἲࡢඃ఩ᛶࢆྵࡴཷㅮ⏕࠿ࡽࡢホ౯ࡢ▱ぢࡢ⵳✚ࡣ㸪௒ᚋࡢ⤫ィ㸪ࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱ࡢ᪉ἲࡢ㑅ᢥ࡟㔜せ࡞ᙺ๭ࢆᯝࡓࡋᚓࡿ.
 ⤫ィᩍ⫱㸪ࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱࡟࠾࠸࡚ࡣ㸪ࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࡢ᧯సࢫ
࢟ࣝ⩦ᚓࡶ୍ࡘࡢ┠ᶆ࡟࡞ࡿࡇ࡜ࡀ࠶ࡿ. ᫖௒ࡢ ICT ᶵჾࡢⓎ㐩ࡸᬑཬ➼࡟ࡼࡾ㸪㐲㝸ᤵᴗࢆཷࡅࡿ㝿࡟Ꮫ⏕ࡀ⏝࠸ࡿᶵჾ࡞࡝ࡣከᵝ࡛㸪Ꮫ⏕ࡀᤵᴗື⏬ෆࡢࢹ࣮ࢱศᯒࡢࡓࡵࡢ
ࢯࣇࢺ࢙࢘࢔ࡢ᧯సࢆ⮬㌟࡛ࡶ⾜࠺࡜ࡁࡢᐇែࢆᢕᥱࡋ࡚࠾ࡃࡇ࡜ࡣ㸪ື⏬ᩍᮦࡢసᡂࢆ
ྵࡴ㐲㝸ᤵᴗࡢタィ࡟ᙺ❧ࡘ࡛࠶ࢁ࠺.

(4) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

1㸬COVID-19 ࣃࣥࢹ࣑ࢵࢡ௨㝆ࡢ㐲㝸ᤵᴗࡢホ౯ 2020 ᖺᗘ௨㝆ࡢ኱Ꮫ࡟࠾ࡅࡿ㐲㝸ᤵᴗ࡟㛵ࡍࡿሗ࿌➼ࡣከᩘ࠶ࡿࡀ㸪ࡇࡇ࡛ࡣࡑࢀࡽࡢ
࠺ࡕ࠸ࡃࡘ࠿ࢆ⤂௓ࡍࡿ. ࡞࠾㸪ᤵᴗᙧᘧ➼ࡢྡ⛠ࡣྛሗ࿌➼࡟࠾ࡅࡿ⏝ㄒࡢࡲࡲ⏝࠸ࡿ.
 ࡲࡎࡣ㸪㐲㝸ᤵᴗࡢ‶㊊ᗘ࡟ࡘ࠸࡚ࡢሗ࿌౛ࢆ⤂௓ࡍࡿ. ᩥ㒊⛉Ꮫ┬㸦2021㸧ࡢ㸪኱Ꮫ࠾ࡼࡧ㧗➼ᑓ㛛ᏛᰯࡢᏛ⏕ࢆᑐ㇟࡟⾜ࡗࡓㄪᰝ࡛ࡣ㸪࢜ࣥࣛ࢖ࣥᤵᴗࡢ‶㊊ᗘ࡟ࡘ࠸࡚㸪ࠕ‶㊊ࠖ13.8㸣㸪ࠕ࠶ࡿ⛬ᗘ‶㊊ࠖ43.1%㸪
ࠕ࡝ࡕࡽ࡜ࡶゝ࠼࡞࠸ࠖ21.0%㸪
ࠕ࠶ࡲࡾ‶㊊ࡋ࡚࠸࡞࠸ࠖ14.9%㸪ࠕ‶㊊ࡋ࡚࠸࡞࠸ࠖ5.7%㸪
ࠕᮍᅇ⟅ࠖ1.5㸣࡜࡞ࡾ㸪࢜ࣥࣛ࢖ࣥᤵᴗ࡟ᑐࡋ୍࡚
ᐃࡢ‶㊊ᗘࡀ࠶ࡿࡇ࡜ࡀ࠺࠿ࡀ࠼ࡿ㸦ㄪᰝᮇ㛫㸸2021 ᖺ 3 ᭶ 5 ᪥㹼 2021 ᖺ 3 ᭶ 27 ᪥㸧.
 㐲㝸ᤵᴗࡢྛ✀ᙧᘧࢆẚ㍑ࡋࡓሗ࿌౛࡜ࡋ࡚㸪❧ᩍ኱Ꮫ㸦2020㸧ࡀ඲Ꮫ㒊Ꮫ⏕ࢆᑐ㇟࡟㸪ྛᤵᴗᙧᘧ࡟ᑐࡍࡿ‶㊊ᗘࢆㄪᰝࡋࡓ࡜ࡇࢁ㸪‶㊊ᗘࡀ᭱ࡶ㧗࠿ࡗࡓࡢࡣ୍᪉ྥࡢ㘓⏬ື⏬㓄ಙᙧᘧ࡛㸪ḟ࠸࡛཮᪉ྥࡢࣜ࢔ࣝࢱ࢖࣒࣭࣑࣮ࢸ࢕ࣥࢢᙧᘧ㸪ࡑࡋ୍࡚᪉ྥࡢࣜ࢔ࣝࢱ
࢖࣒ື⏬㓄ಙ࡜⥆࠸ࡓ㸦ㄪᰝᮇ㛫㸸2020 ᖺ 7 ᭶ 11 ᪥㹼 2020 ᖺ 7 ᭶ 16 ᪥㸧. ࡇࡢㄪᰝ࡛
ࡣ㸪௒ᚋࡢ࢜ࣥࣛ࢖ࣥᤵᴗࡢཷㅮᕼᮃ࡟ࡘ࠸࡚ࡢ㉁ၥࡶ࠶ࡾ㸪ࠕᕼᮃࡍࡿࠖ39.5㸣㸪
ࠕᕼᮃࡋ࡞࠸ࠖ60.5㸣࡜࠸࠺ᅇ⟅࡛㸪Ꮫᖺูࡢ㞟ィ⤖ᯝ࡛ࡣ㸪Ꮫᖺࡀୖࡀࡿ࡯࡝㸪ࠕᕼᮃࡍࡿࠖࡢ๭
ྜࡀቑ࠼ࡿ࡜࠸࠺⤖ᯝ࡜࡞ࡗࡓ.
 ḟ࡟㸪ᑐ㠃ᤵᴗ࡜㐲㝸ᤵᴗ࡜ࢆẚ㍑ࡋ࡚࠸ࡿሗ࿌౛ࢆ⤂௓ࡍࡿ. ❧࿨㤋኱Ꮫ㸦2020㸧ࡀ඲Ꮫ㒊⏕ࢆᑐ㇟࡟㸪᭱ࡶዲࡲࡋ࠸࡜⪃࠼ࡿᤵᴗᙧែࡣ㸪ᑐ㠃ᤵᴗ࡜ Web ᤵᴗࡢ࡝ࡕࡽ࠿ࢆㄪ
ᰝࡋࡓ࡜ࡇࢁ㸪ᅇ⟅๭ྜࡣ㸪ࠕᑐ㠃ᤵᴗࠖ54㸣㸪
ࠕWeb ᤵᴗࠖ22㸣㸪ࠕ㑅࡭࡞࠸ࠖ24㸣࡛࠶ࡗࡓ㸦ㄪᰝᮇ㛫㸸2020 ᖺ 6 ᭶ 15 ᪥㹼2020 ᖺ 6 ᭶ 30 ᪥㸧. ࡇࡢㄪᰝ࡟࠾ࡅࡿ Web ᤵᴗ࡟㝈ᐃࡋࡓ᭱ࡶዲࡲࡋ࠸ᤵᴗᙧែ࡟ᑐࡍࡿᅇ⟅๭ྜࡣ㸪ࠕ࢜ࣥࢹ࣐ࣥࢻᆺᤵᴗࠖ62.8%㸪
ࠕࣛ࢖ࣈᆺᤵᴗࠖ21.2%㸪
ࠕ㈨ᩱࡀ㓄ᕸࡉࢀࡿࡔࡅࡢᤵᴗࠖ16.1%࡛࠶ࡗࡓ. ࡇࡢࡼ࠺࡞ࢥࣟࢼ⚝࡟࠾ࡅࡿᑐ㠃ᤵᴗࡸ㐲㝸ᤵᴗ࡟ᑐࡍࡿホ౯ࡢ್࡟ᙳ㡪ࡍࡿせᅉࡣ㸪Ꮫ⩦ຠᯝࡔࡅ࡛ࡣ࡞ࡃ㸪ᤵᴗෆእ࡛཭ே➼࡜஺ὶ࡛ࡁࡿࡇ࡜ࡸཷㅮ᫬ࡢ⮫ሙឤ࡞࡝ᵝࠎ࠶ࡾᚓࡿࡇ࡜࡟ࡣὀពࡀᚲせ࡛
࠶ࢁ࠺. ࡲࡓ㸪ᑐ㠃࡛ཷㅮࡍࡿࡇ࡜ࢆ๓ᥦ࡜ࡋ㸪཭ே➼࡜ࡢ஺ὶࢆᮇᚅࡋ࡚࠸ࡓᏛ⏕㸪౛࠼ࡤ᪂ධ⏕ࡢᅇ⟅࡞࡝ࡣᅇ⟅᫬ᮇࡸ⥭ᛴ஦ែᐉゝ➼࡟ࡼࡿไ㝈࡞࡝ࡀ኱ࡁࡃᙳ㡪ࡋ࡚࠸ࡿྍ
⬟ᛶࡶ⪃࠼ࡽࢀࡿ. ඲ᅜ኱Ꮫ⏕ά༠ྠ⤌ྜ㐃ྜ఍ᮾᾏࣈࣟࢵࢡࡽ㸦2021㸧ࡣ㸪ᑐ㠃㸪ࣛ࢖ࣈ㸪࢜ࣥࢹ࣐ࣥࢻࡢྛᙧᘧࡢㅮ⩏ࡢ‶㊊ᗘࢆㄪᰝࡋࡓ. 4 ௳ἲࡢࠕ‶㊊ࠖ࡜ࠕࡲ࠶‶㊊ࠖࡢᅇ⟅๭ྜࡢྜィ࡛ࡳࡿ࡜㸪ሗ࿌㈨ᩱ࡟ᥖ㍕ࡉࢀ࡚࠸ࡿ 6 ኱Ꮫࡢ 1 ᖺ⏕ࡢᅇ⟅⤖ᯝࡣ㸪㸯ࡘࡢ኱Ꮫࢆ㝖ࡁ㸪‶㊊ᗘࡀ᭱ࡶ㧗࠿ࡗࡓࡢࡣࠕᑐ㠃ࠖ㸪ḟ࠸࡛ࠕ࢜ࣥࢹ࣐ࣥࢻࠖ㸪ࡑࡋ࡚ࠕࣛ࢖ࣈࠖ
ࡢ㡰࡜࡞ࡗ࡚࠸ࡿ㸦ㄪᰝᮇ㛫㸸2021 ᖺ 4 ᭶ 30 ᪥㹼2021 ᖺ 5 ᭶ 15 ᪥㸧. 㛵す኱Ꮫ㸦2021㸧ࡢᏛ㒊⏕඲ဨࢆᑐ㇟࡟ࡋࡓㄪᰝ࡛ࡣ㸪࠸ࡃࡘ࠿ࡢほⅬ࠿ࡽᑐ㠃ᤵᴗ࡜㐲㝸ᤵᴗࢆẚ㍑ࡋࡓ
㸦ㄪᰝᮇ㛫㸸2021 ᖺ 7 ᭶ 5 ᪥㹼2021 ᖺ 7 ᭶ 30 ᪥㸧. ࠕ࡝ࡕࡽ࠿࡜࠸࠼ࡤ࠶࡚ࡣࡲࡿࠖ࡜
ࠕ࠶࡚ࡣࡲࡿࠖࡢᅇ⟅๭ྜࡢྜィ࡛ẚ㍑ࡍࡿ࡜㸪͆‶㊊ࡋ࡚࠸ࡿ͇࡜࠸࠺ほⅬ࡛ࡣ㸪ࠕ࢜ࣥࢹ࣐ࣥࢻࠖࡀ᭱ࡶ㧗ࡃホ౯ࡉࢀ㸪ḟ࠸࡛ࠕᑐ㠃ᤵᴗࠖ㸪ࠕᩍᮦᥦ♧ࠖ㸪ࠕࣜ࢔ࣝࢱ࢖࣒ࠖࡢ㡰࡜࡞㸪͆ពḧⓗ࡟ཧຍࡋ࡚࠸ࡿ͇
㸪͆฿㐩┠ᶆࢆ㌟࡟௜ࡅࡿࡇ࡜ࡀ
ࡗࡓ. ͆ෆᐜࢆ⌮ゎ࡛ࡁ࡚࠸ࡿ͇
࡛ࡁࡿ͇࡜࠸࠺ほⅬ࡛ࡣ࠸ࡎࢀࡶ㸪ࠕᑐ㠃ᤵᴗࠖ㸪ࠕ࢜ࣥࢹ࣐ࣥࢻࠖ㸪ࠕࣜ࢔ࣝࢱ࢖࣒ࠖ
㸪ࠕᩍᮦᥦ♧ࠖࡢ㡰࡛࠶ࡗࡓ.
 ෆ⏣ࡽ㸦2021㸧ࡢ㸪࠶ࡿ኱Ꮫ࡟࠾ࡅࡿ 1 ᖺ⏕࡟ᑐࡍࡿㄪᰝ࡛ࡣ㸪௒ᚋ㸪ᑐ㠃࡛ࡢᤵᴗࢆ
࡝ࡢ⛬ᗘᕼᮃࡍࡿ࠿࡟ᑐࡋ࡚㸪ࠕᙉࡃᕼᮃࡍࡿࠖ21.0%㸪ࠕᕼᮃࡍࡿࠖ32.4㸣㸪ࠕᑡࡋᕼᮃࡍ
ࡿࠖ35.6%㸪
ࠕᕼᮃࡋ࡞࠸ࠖ11.0%࡜࠸࠺ᅇ⟅ࡀ㸪ࡲࡓ㸪௒ᚋ㸪࢜ࣥࣛ࢖࡛ࣥࡢᤵᴗࢆ࡝ࡢ⛬㹙◊✲ࣀ࣮ࢺ㹛ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌ (5)ᗘᕼᮃࡍࡿ࠿࡟ᑐࡋ࡚ࡣ㸪ࠕᙉࡃᕼᮃࡍࡿࠖ6.8%㸪
ࠕᕼᮃࡍࡿࠖ26.9㸣㸪ࠕᑡࡋᕼᮃࡍࡿࠖ46.1%㸪
ࠕᕼᮃࡋ࡞࠸ࠖ20.1%࡜࠸࠺ᅇ⟅⤖ᯝ࡜࡞ࡗࡓ㸦ㄪᰝ᫬ᮇ㸸2020 ᖺ 8 ᭶㸧. ࡉࡽ࡟㸪ᑐ㠃ᤵᴗ㸪࢜ࣥࣛ࢖ࣥᤵᴗࡢᕼᮃᗘྜ࠸ࢆࡑࢀࡒࢀᚑᒓኚᩘ࡟ࡋࡓ㔜ᅇᖐศᯒࡢ⤖ᯝ㸪ࡦࡁࡇࡶࡾ
㢪ᮃࡀప࠸࡯࡝㸪VDT ⑕≧ࡀከ࠸࡯࡝㸪⢭⚄ⓗ೺ᗣࡀᝏ࠸࡯࡝㸪ᑐ㠃ᤵᴗࢆᕼᮃࡋ㸪VDT
⑕≧ࡀᑡ࡞࠸࡯࡝㸪ࡦࡁࡇࡶࡾ㢪ᮃࡀ㧗࠸࡯࡝㸪㏻Ꮫ᫬㛫ࡀ㛗࠸࡯࡝㸪࢜ࣥࣛ࢖ࣥᤵᴗࢆᕼ
ᮃࡋ࡚࠸ࡓ࡜ሗ࿌ࡉࢀ࡚࠸ࡿ. ࡞࠾㸪VDT ࡜ࡣ㸪Visual Display Terminal ࡢ␎ࡢࡇ࡜࡛㸪PC ࡸࢫ࣐࣮ࢺࣇ࢛ࣥࡣ VDT ᶵჾ࡟࠶ࡓࡿ. VDT ᶵჾࢆ㛗᫬㛫౑⏝ࡍࡿࡇ࡜࡟ࡼࡾ㸪యࡸ⢭⚄࡟ᨭ㞀ࢆࡁࡓࡍࡇ࡜ࡀ▱ࡽࢀ࡚࠾ࡾ㸪୺࡞⑕≧࡜ࡋ࡚║⢭⑂ປࡸ⫪ࡇࡾ㸪㤳ࡸ⭜ࡢ③ࡳ㸪ᢚ࠺ࡘ⑕≧࡞࡝ࡀᣲࡆࡽࢀࡿ㸦ᘏ࡯࠿㸪2018㸧㸬
ᮏሗ࿌࡛ࡣ㸪Ꮫ㒊 3㸪4 ᖺ⏕࠾ࡼࡧ኱Ꮫ㝔⏕ࡢᏛ⏕ࢆᑐ㇟࡟⾜ࡗࡓ࢜ࣥࢹ࣐ࣥࢻᙧᘧࡢᤵ
ᴗᐇ㊶࡟࠾ࡅࡿ㸪ᤵᴗື⏬ࡢศ࠿ࡾࡸࡍࡉ㸪ᤵᴗ‶㊊ᗘ㸪ື⏬ࡢ෌⏕㏿ᗘࡢㄪᰝ⤖ᯝࢆ♧ࡋ㸪ࡉࡽ࡟Ꮫ⩦ෆᐜࡢ㌟࡟௜ࡁࡸࡍࡉ࡜࠸࠺ほⅬ࠿ࡽ㸪ᤵᴗᐇ㊶ࢆ⾜ࡗࡓ㠀ྠᮇᆺ࡛࠶ࡿ࢜ࣥ
ࢹ࣐ࣥࢻᤵᴗ࡜ᑐ㠃㸭ྠᮇᆺࡢᤵᴗ࡜ࢆẚ㍑ࡍࡿ.
2㸬ᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AI㸦ࣜࢸࣛࢩ࣮ࣞ࣋ࣝ㸧ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛ ⤫ྜ࢖ࣀ࣮࣋ࢩࣙࣥᡓ␎᥎㐍఍㆟࡟ࡼࡿ AI ᡓ␎ 2019 ࡛ࡣ㸪AI ᫬௦࡟ᑐᛂࡋࡓேᮦࡢ⫱ᡂ࣭☜ಖࡣ㸪ึ➼୰➼㧗➼ᩍ⫱ࡔࡅ࡟㝈ࡽࡎࣜ࢝ࣞࣥࢺᩍ⫱ࡸ⏕ᾭᏛ⩦ࢆࡶྵࡵࡓ㛗ᮇⓗㄢ㢟࡜ࡉࢀ㸪≉࡟ࠕᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AIࠖࡢ▱㆑࣭ᢏ⬟࡜ேᩥ♫఍ⱁ⾡⣔ࡢᩍ㣴ࢆࡶ࡜࡟㸪᪂ࡋ࠸♫఍ࡢᅾࡾ᪉ࡸࢧ࣮ࣅࢫ➼ࢆࢹࢨ࢖ࣥࡍࡿ⬟ຊࡀ㔜せ࡛࠶ࡾ㸪ࡇࢀࡲ࡛ࡢᩍ⫱᪉ἲࡢᢤᮏⓗ࡞ᨵၿ࠾ࡼࡧᐇ♫఍ࡢㄢ㢟ゎỴⓗ࡞Ꮫ⩦ࢆᩍ⛉ᶓ᩿ⓗ࡟⾜࠺ࡇ࡜ࡀ୙ྍḞ࡜ࡉࢀ࡚࠸ࡿ㸦AI ᡓ␎ 2019㸧. ᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱ᙉ໬ᣐⅬࢥࣥࢯ࣮ࢩ࢔࣒ࡣ㸪AI
ᡓ␎ 2019 ࡢᥦゝ➼ࢆ㋃ࡲ࠼㸪ศ㔝ࢆၥࢃࡎ㸪඲࡚ࡢ኱Ꮫ࣭㧗ᑓ⏕㸦⣙ 50 ୓ே༞/ᖺ㸧ࢆᑐ㇟࡟ࡋࡓࣜࢸࣛࢩ࣮ࣞ࣋ࣝࡢᩍ⫱ࡢᇶᮏⓗ⪃࠼᪉㸪Ꮫಟ┠ᶆ࣭ࢫ࢟ࣝࢭࢵࢺ㸪ᩍ⫱᪉ἲࢆࡲ࡜ࡵࡓࠕᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AI㸦ࣜࢸࣛࢩ࣮ࣞ࣋ࣝ㸧ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛࠖ㸦௨ୗ㸪ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛ࡜␎グ㸧ࢆ 2020 ᖺ 4 ᭶࡟Ⓨ⾲ࡋࡓ㸦ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛ㸦ࣜࢸࣛࢩ㸫ࣞ࣋ࣝ㸧, 2020㸧. ࡇࡢࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛࡣ͆ᑟධ͇
㸪
͆ᇶ♏͇
㸪
͆ᚰᚓ͇㸪
͆㑅ᢥ͇࠿ࡽ࡞ࡾ㸪ࡇࢀࡽࡢᴫせࡣ㸪͆ᑟධ͇ࡣࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࡟㛵ࡍࡿ♫఍ࡢኚ໬ࡸࢹ࣮ࢱ࣭AI ࡢά⏝㡿ᇦ࣭ᢏ⾡ࢆ▱ࡿࡇ࡜㸪͆ᇶ♏͇ࡣࢹ࣮ࢱࢆㄞࡴ࣭ㄝ᫂ࡍࡿ࣭ᢅ࠺࡜࠸࠺ࡼ࠺࡞ࢹ࣮ࢱࣜࢸࣛࢩ࣮
࡟㛵ࡍࡿࡇ࡜㸪͆ᚰᚓ͇ࡣࢹ࣮ࢱ࣭AI ฼ά⏝࡟࠾ࡅࡿ೔⌮ࡸࣜࢫࢡ࡟㛵ࡍࡿࡇ࡜㸪ࡑࡋ࡚࢔ࣝࢦࣜࢬ࣒ᇶ♏ࡸ⏬ീゎᯒ㸪ࣉࣟࢢ࣑ࣛࣥࢢᇶ♏࡞࡝ከᵝ࡞㡯┠࠿ࡽ㑅ࡪࡇ࡜ࡀ࡛ࡁࡿࡢ
ࡀ͆㑅ᢥ͇࡜࡞ࡗ࡚࠸ࡿ㸬ࡇࢀࡽࢆྛ኱Ꮫ࣭㧗ᑓࡢ≧ἣ࡟ᛂࡌ࡚㐺ษ࡟㑅ᢥ࣭ᢳฟ࡛ࡁࡿࡼ
࠺࡟ᰂ㌾ᛶࡀ࠶ࡿ࣒࢝ࣜ࢟ࣗࣛ࡟࡞ࡗ࡚࠸ࡿ. ࡇࡇ࡛ࡣ͆ᇶ♏͇࡟࠶ࡓࡿࢹ࣮ࢱࣜࢸࣛࢩ࣮
ࢆ࡜ࡾ࠶ࡆࡿࡇ࡜࡟ࡋ㸪 ᅗ⾲ 1 ࡟ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛ࡜ࢹ࣮ࢱࣜࢸࣛࢩ࣮㸺ࢫ࢟ࣝࢭࢵࢺ
㸼ࢆ♧ࡍ. ᮏሗ࿌࡛ࡣ㸪ᤵᴗᐇ㊶ࢆ⾜ࡗࡓᤵᴗ࡟࠾࠸࡚㸪ཷㅮ๓ᚋ࡛ࡢࢹ࣮ࢱࣜࢸࣛࢩ࣮
ࡢព㆑ࡢኚ໬ࢆࡳࡿࡓࡵ㸪ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛࡢࢹ࣮ࢱࣜࢸࣛࢩ࣮࡟࠾ࡅࡿྛᏛಟ┠ᶆ࡟
ᑐᛂࡍࡿ㉁ၥࢆసᡂࡋ㸪㞟ィࡋࡓ⤖ᯝࢆ♧ࡍ.

(6) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ ᅗ⾲ 1㸸ᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AI㸦ࣜࢸࣛࢩ࣮ࣞ࣋ࣝ㸧ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛ㸦ୖ㸧࡜ࢹ࣮ࢱࣜࢸࣛࢩ࣮㸺ࢫ࢟ࣝࢭࢵࢺ㸼㸦ୗ㸧ϩ ᪉ἲ ࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡛ࡢ⤫ィᩍ⫱࡟࠾ࡅࡿ㸪㛗ᡤ࣭▷ᡤࡸཷㅮ⏕ࡢᐇែ➼࡟㛵ࡍࡿ▱ぢࢆᚓࡿࡓࡵ㸪❧ᩍ኱Ꮫ࡟࠾࠸࡚ 2021 ᖺᗘ᫓Ꮫᮇ࡟㛤ㅮࡉࢀࡓ⛉┠ࠕ⤫ィᏛ㸯ࠖ࠾ࡼࡧࠕ⏕≀⤫ィᏛࠖࡢཷㅮ⏕࡟ᑐࡋ࡚㸪LMS ࡢ࢔ࣥࢣ࣮ࢺᶵ⬟ࢆ⏝࠸ࡓ Web ㄪᰝࢆཷㅮ๓ᚋ࡟⾜ࡗࡓ.
ࡇࡢ 2 ⛉┠࡛ࡣ㸪グ㏙⤫ィࡢᇶ♏ࢆᅛࡵ㸪⤫ィⓗ᥎ᐃ᳨࣭ᐃ࡟࠾ࡅࡿᵝࠎ࡞ᴫᛕࢆ⌮ゎࡋ㸪ࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࢆ⏝࠸ࡓࢹ࣮ࢱศᯒࢫ࢟ࣝࢆ㌟࡟ࡘࡅࡿࡇ࡜ࢆᛕ㢌࡟⨨
࠸࡚࠸ࡿ. ᤵᴗ࡛౑⏝ࡋࡓࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࡣ㸪ࠕ⤫ィᏛ㸯࡛ࠖࡣ SPSS ࠾ࡼࡧ EXCEL㸪ࠕ⏕≀⤫ィᏛ࡛ࠖࡣ EXCEL ࡢࡳ࡛࠶ࡗࡓ. SPSS ࡟ࡘ࠸࡚ࡣᏛእ࠿ࡽ VPN᥋⥆ࢆ⏝࠸࡚฼⏝࡛ࡁࡿ⎔ቃࡀ 2020 ᖺᗘ࡟኱Ꮫ࡛ᩚ࠼ࡽࢀ࡚࠸ࡓ. ୧⛉┠࡜ࡶ㸪࠸ࢃࡺࡿ࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡜ࡋ࡚㛤ㅮࡋ㸪≉ᐃࡢ᭙᪥ࡢ≉ᐃࡢ᫬้࡟ LMS ୖ࡛ᤵᴗື⏬ࢆど⫈ࡍࡿࡓࡵࡢ URL ࠾ࡼࡧㄢ㢟ࢆබ㛤ࡋ㸪ከࡃࡢሙྜ㸪5 ᪥㹼7 ᪥㛫ࡢㄢ㢟ᥦฟᮇ㛫ࢆタࡅ㸪ཷㅮ⏕ࡣࡇࡢᮇ㛫ෆ࡟ᤵᴗື⏬ࡲࡓࡣ⿵ຓ㈨ᩱ࡛Ꮫ⩦ࡋ㸪LMS ୖ࡛ᑠࢸࢫࢺ➼ࡢㄢ㢟ࢆ⾜࠸ᥦฟࡍࡿ࡜࠸࠺ὶࢀ࡛࠶ࡗࡓ. 㛤ㅮᮇ㛫ࡢ࠺ࡕ࡯࡜ࢇ࡝ࡢᮇ㛫ࡣ COVID-19 ࡢឤᰁᣑ኱࡟ࡼ
ࡿ⥭ᛴ஦ែᐉゝୗ࡛࠶ࡗࡓ. ୧⛉┠࡜ࡶཷㅮᚋ࢔ࣥࢣ࣮ࢺෆ࡟㸪ᤵᴗື⏬ࡢศ࠿ࡾࡸࡍࡉ㸪㹙◊✲ࣀ࣮ࢺ㹛ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌ (7)ᤵᴗ‶㊊ᗘ㸪ື⏬ࡢ෌⏕㏿ᗘ㸪௚ࡢᙧᘧࡢᤵᴗ࡜ᤵᴗᐇ㊶⛉┠࡜ࢆẚ㍑ࡋࡓᏛ⩦ෆᐜࡢ㌟࡟
௜ࡁࡸࡍࡉ࡟ࡘ࠸࡚ᢕᥱࡍࡿࡓࡵࡢ㉁ၥ㸦༢୍ᅇ⟅㸧ࢆタᐃࡋࡓ. ࡇࢀࡽࡢ㉁ၥ࡛ࡣ୍㒊ࢆ㝖࠸࡚ࠕ⤫ィᏛ㸯࡛ࠖࡣ 5 ௳ἲ㸪ࠕ⏕≀⤫ィᏛ࡛ࠖࡣ 9 ௳ἲࢆ⏝࠸ࡓ. ࡲࡓ㸪ཷㅮᚋ࢔ࣥࢣ
࣮ࢺ࡛ࡣ㸪ࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔࡛ࡢ᧯సࢆཷㅮ⏕⮬㌟ࡀ⾜࠺࡜ࡁࡢᐇែ࡜㸪ᤵ
ᴗᐇ㊶ࢆ⾜ࡗࡓ࢜ࣥࢹ࣐ࣥࢻᤵᴗࡢཷㅮᙧែ࡟ࡘ࠸࡚ࡢⰋ࠸Ⅼ㸭ᨵၿࡀᚲせࡔ࡜ᛮ࠺Ⅼ࡟ࡘ࠸࡚㸪ࡑࢀࡒࢀ⮬⏤グ㏙ᘧᅇ⟅ࡢ㉁ၥࢆタᐃࡋࡓ. ࠕ⤫ィᏛ㸯ࠖ࡟ࡘ࠸࡚ࡣ㸪ཷㅮ๓ᚋ࡟
࠾ࡅࡿࢹ࣮ࢱࣜࢸࣛࢩ࣮ࡢព㆑ࡢኚ໬ࢆぢࡿࡓࡵࡢ㉁ၥࡶタᐃࡋࡓ. ࠕ⏕≀⤫ィᏛࠖ
㸦49 ྡ㸧
ࡣᏛ㒊⏕ྥࡅࡢ⛉┠࡛࠶ࡾ㸪ᇶᮏⓗ࡟ 3 ᖺḟ௨ୖࡢᏛ㒊⏕ࡀཷㅮࡋ࡚࠸ࡿ. ࠕ⤫ィᏛ㸯ࠖ㸦45ྡ㸧ࡣ㸪୺࡞ཷㅮ⏕ࡀ♫఍ே኱Ꮫ㝔⏕ࡢ኱Ꮫ㝔⛉┠࡛࠶ࡿ. ࠕ⏕≀⤫ィᏛ࡛ࠖ⏝࠸ࡓᤵᴗື
⏬ࡣ㸪୍㒊ࢆ㝖࠸࡚ࠕ⤫ィᏛ㸯࡛ࠖࡶ⏝࠸㸪SPSS ࡢ౑⏝ࡢ᭷↓ࡸཷㅮ⏕ࡢᒓᛶ࡟ྜࢃࡏࡓ
ㄢ㢟ෆᐜࡢタᐃ➼௨እࡢᤵᴗෆᐜࡣከࡃࡀඹ㏻ࡋ࡚࠸ࡓ. LMS ୖ࡛ࡢᤵᴗື⏬ࡢ URL ࡸㄢ㢟ࡢබ㛤ࡣࠕ⏕≀⤫ィᏛࠖࡣ඲ 14 ᅇ࡛࠶ࡗࡓࡀ㸪ࠕ⤫ィᏛ㸯ࠖࡣ඲ 7 ᅇ࡛࠶ࡾ㸪ࠕ⤫ィᏛ㸯ࠖࡢ 1 ᅇศࡣࠕ⏕≀⤫ィᏛࠖࡢᴫࡡ 2 ᅇศ࡟࠶ࡓࡿ. ᤵᴗື⏬ࡣ YouTube 1)ୖ࡛㸪URLࢆ▱ࡿ⪅ࡢࡳࡀ࢔ࢡࢭࢫ࡛ࡁࡿ͆㝈ᐃබ㛤͇࡜ࡋ࡚ཷㅮ⏕࡟බ㛤ࡋࡓ. ㉁ၥࡸᏛ⏕㛫ࡢ஺ὶࡢᶵ఍ࡢ☜ಖ➼ࡣ LMS ࡢᥖ♧ᯈࡸ኱Ꮫࡢ࣓࣮ࣝࢆ฼⏝ࡋࡓ.
 LMS ࡛ࡢཷㅮ๓࢔ࣥࢣ࣮ࢺ࡟࠾࠸࡚㸪࢔ࣥࢣ࣮ࢺࡢ⤖ᯝࢆಶேࡀ≉ᐃࡉࢀ࡞࠸ᙧ࡛බ⾲ࡍࡿࡇ࡜࡟ྠពࡍࡿᅇ⟅ḍࢆタࡅ㸪࢔ࣥࢣ࣮ࢺࡢᅇ⟅ෆᐜ࣭ᮍᅇ⟅➼࡛୙฼┈ࢆ⿕ࡽ࡞࠸ࡇ࡜㸪࠾ࡼࡧྠពࡣ᧔ᅇ࡛ࡁࡿࡇ࡜ࢆఏ࠼㸪ᤵᴗ⤊஢ᚋ࡟୍ᐃࡢᮇ㛫ࢆタࡅ㸪ྠព᧔ᅇࡢᶵ఍
ࢆ☜ಖࡋࡓ㸬࡞࠾㸪ࠕ⤫ィᏛ㸯ࠖ࡟ࡘ࠸࡚ࡣ㸪2020 ᖺᗘ⛅࡟ࡶ୍㒊ࡢㄪᰝ㡯┠ࢆ㝖࠸࡚ྠᵝࡢᙧᘧ࡛ㄪᰝࢆ⾜ࡗ࡚࠾ࡾ㸦ᒣཱྀ࡯࠿㸪2021㸧㸪ࡑࢀ࡟ࡘ࠸࡚ࡶ㐺ᐅ⏝࠸ࡿ 2).

Ϫ ⤖ᯝ࠾ࡼࡧ⪃ᐹ
1㸬ᤵᴗື⏬ࡢศ࠿ࡾࡸࡍࡉ ࡲࡎࡣ㸪ᤵᴗື⏬ࡢศ࠿ࡾࡸࡍࡉ࡟ࡘ࠸࡚ࡢ㉁ၥ࡟ᑐࡍࡿᅇ⟅⤖ᯝࢆᅗ⾲ 2 ࡟♧ࡍ. ࠸ࡎࢀࡢㄪᰝ࡟࠾࠸࡚ࡶ㸪୰㛫㑅ᢥ⫥ࡼࡾᝏ࠸ᅇ⟅ࡣ࡞ࡃ㸪ᤵᴗື⏬ࡣᴫࡡศ࠿ࡾࡸࡍ࠸࡜ឤࡌ
࡚࠸ࡓ࡜⪃࠼ࡽࢀࡿ.

ᅗ⾲ 2㸸ᤵᴗື⏬ࡢศ࠿ࡾࡸࡍࡉ

(8) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ2㸬ᤵᴗ‶㊊ᗘ ḟ࡟㸪ᤵᴗ‶㊊ᗘ࡟ࡘ࠸࡚ࡢ㉁ၥ࡟ᑐࡍࡿᅇ⟅⤖ᯝࢆᅗ⾲ 3 ࡟♧ࡍ. ୰㛫㑅ᢥ⫥ࡼࡾᝏ࠸ᅇ⟅ࡣ࠶ࡿࡶࡢࡢ㸪ᤵᴗ‶㊊ᗘࡣᴫࡡ㧗࠸࡜⪃࠼ࡽࢀࡿ.
 ᯇᓥࡽ㸦2021㸧ࡢㄪᰝ࡛ࡣ㸪࢜ࣥࣛ࢖ࣥᤵᴗ࡟㛵ࡍࡿホ౯࡜⮬ᕫㄪᩚᏛ⩦᪉␎㸪⮬ᕫຠຊឤ㸪༠ྠ᪉␎㸪Ꮫ⩦ࡢᣢ⥆ᛶࡸ✚ᴟⓗ㛵୚ࡢ㛵㐃ࢆ᳨ウࡋࡓ⤖ᯝ㸪࢜ࣥࣛ࢖ࣥᤵᴗ࡟ᑐࡍࡿ
⮬ᕫຠຊឤࡀ࢜ࣥࣛ࢖ࣥᤵᴗࡢホ౯࡟᭱ࡶᙉࡃᙳ㡪ࡋ࡚࠾ࡾ㸪࢜ࣥࣛ࢖ࣥᤵᴗࢆ⌮ゎฟ᮶ࡿ㸪࢜ࣥࣛ࢖ࣥᤵᴗ࡛ㄢࡉࢀࡓၥ㢟ࡸㄢ㢟ࢆࡇ࡞ࡍࡇ࡜ࡀฟ᮶ࡿ㸪࡜࠸ࡗࡓ࢜ࣥࣛ࢖ࣥᤵᴗ
࡟ᑐࡋ࡚㸪௒ᚋࡢⰋ࠸ぢ㏻ࡋࢆᣢࡕ㸪ຠᯝⓗ࡟㐍ࡵ࡚࠸ࡃࡇ࡜ࡀฟ᮶ࡿ࡜࠸࠺ព㆑ࢆᙉࡃᣢ
ࡘᏛ⩦⪅࡯࡝㸪࢜ࣥࣛ࢖ࣥᤵᴗ‶㊊ᗘࡸᤵᴗ⌮ゎᗘࡀ㧗ࡃ㸪Ꮫ⩦ຠᯝࢆㄆࡵࡿഴྥࡀ࠶ࡿࡇ
࡜ࡀሗ࿌ࡉࢀ࡚࠸ࡿ. ࡇࢀࢆᮏሗ࿌ࡢಶูࡢᤵᴗᐇ㊶࡟࠶࡚ࡣࡵ࡚ࡳࡿ࡜㸪ᤵᴗື⏬ࡀศ࠿ࡾࡸࡍ࠸㸦ᅗ⾲ 2㸧ࡢ࡛㸪࢜ࣥࣛ࢖ࣥᤵᴗࢆ⌮ゎ࡛ࡁࡿ࡜࠸࠺ព㆑ࢆᙉࡵ㸪ࡇࢀࡀᤵᴗ‶㊊
ᗘࡢ㧗ࡉ࡟ᙳ㡪ࡋ࡚࠸ࡿྍ⬟ᛶࡀ⪃࠼ࡽࢀࡿ. ࡲࡓ㸪ᤵᴗ‶㊊ᗘࡀ㧗࠸ࡇ࡜ࡢ௚ࡢせᅉ࡜ࡋ࡚㸪LMS ୖ࡛ࡢື⏬ URL ࡸㄢ㢟ࡢබ㛤ࢫࢣࢪ࣮ࣗࣝ࠾ࡼࡧㄢ㢟ࡢᥦฟࡢ௙᪉࡞࡝ࡢཷ
ㅮ᪉ἲࢆཷㅮ๓࡟࿌▱ࡋ࡚࠾ࡾ㸪ࡉࡽ࡟࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡛࠶ࡿࡢ࡛᫬㛫ࡢㄪᩚࡀࡋࡸࡍ
ࡃ㸪Ꮫ⏕ࡀᤵᴗ࡟ᑐࡋ࡚௒ᚋࡢⰋ࠸ぢ㏻ࡋࢆᣢ࡚ࡿࡇ࡜➼ࡀ࠶ࡆࡽࢀࡿ.

ᅗ⾲ 3㸸ᤵᴗ‶㊊ᗘ
3㸬ᤵᴗື⏬ࡢ෌⏕㏿ᗘ ᅗ⾲ 4 ࡣ㸪ᤵᴗື⏬ࡢ෌⏕㏿ᗘ࡟ࡘ࠸࡚ࡢ㉁ၥ࡟ᑐࡍࡿᅇ⟅⤖ᯝ࡛࠶ࡿ. ♫఍ே኱Ꮫ㝔⏕ࡼࡾᏛ㒊Ꮫ⏕ࡢ᪉ࡀື⏬෌⏕᫬ࡢ㏿ᗘࢆ㏿ࡃタᐃࡋ࡚࠸ࡿഴྥࢆㄞࡳྲྀࡿࡇ࡜ࡀ࡛ࡁࡿ.
Fisher ࡢṇ☜☜⋡᳨ᐃࢆ⾜ࡗࡓ࡜ࡇࢁ 5㸣᭷ព࡛࠶ࡗࡓ㸦‫ ؒ ݌‬0.039 㸧. ࡇࢀࡣ㸪ཷㅮ⏕ࡢᖺ௦ࡢ㐪࠸ࡀせᅉ࠿ࡶࡋࢀ࡞࠸. 㛗℈ࡽ㸦2017㸧ࡣ㸪1 ಸ㏿㸪1.5 ಸ㏿㸪2 ಸ㏿ࡢᥦ♧㏿ᗘࡢ␗࡞ࡿᫎീࢥࣥࢸࣥࢶࢆ 3 ✀㢮సᡂࡋ㸪኱Ꮫ⏕࡟ᥦ♧ࡋࡓ⤖ᯝ㸪ᥦ♧㏿ᗘࡢ┦㐪ࡣ㸪Ꮫ⩦ຠᯝ࡟ᙳ㡪ࢆ୚࠼࡞࠸࡜㏙࡭࡚࠸ࡿ.

㹙◊✲ࣀ࣮ࢺ㹛ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌ (9)ᅗ⾲ 4㸸ᤵᴗື⏬ࡢ෌⏕㏿ᗘ
4㸬Ꮫ⩦ෆᐜࡢ㌟࡟௜ࡁࡸࡍࡉ࡟ᑐࡍࡿཷㅮ⏕ࡢព㆑ ࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡛㛤ㅮࡋࡓᤵᴗᐇ㊶⛉┠ࡣ㸪ᑐ㠃ᙧᘧ㸭ࣜ࢔ࣝࢱ࢖࣒ࡢ࢜ࣥࣛ࢖ࣥᙧ
ᘧࡢࡑࢀࡒࢀࡢᖹᆒⓗ࡞ᤵᴗ࡜ẚ㍑ࡋ࡚Ꮫ⩦ෆᐜࡀ㌟࡟௜ࡁࡸࡍ࠸࠿ࢆၥ࠺ࡓ㉁ၥ࡟ᑐࡍ
ࡿᅇ⟅⤖ᯝࢆᅗ⾲ 5 ࡟♧ࡍ. ࡝ࡕࡽࡢᙧᘧ࡜ẚ㍑ࡋ࡚ࡶ㸪࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡛࠶ࡗࡓᤵᴗᐇ
㊶⛉┠ࡢ᪉ࡀᏛ⩦ෆᐜࡀ㌟࡟௜ࡁࡸࡍ࠸࡜࠸࠺ᅇ⟅ഴྥࡀㄞࡳྲྀࢀ㸪୧⛉┠࡜ࡶࡑࡢഴྥ
ࡣ㸪ྠᮇᆺ࡛࠶ࡿࣜ࢔ࣝࢱ࢖࣒ࡢ࢜ࣥࣛ࢖ࣥᙧᘧ࡜ẚ࡭ࡓ࡜ࡁࡢ᪉ࡀⱝᖸᙉ࠸ࡼ࠺࡛࠶ࡿ.

ᅗ⾲ 5㸸௚ࡢᙧᘧࡢᖹᆒⓗ࡞ᤵᴗ࡜ẚ㍑ࡋࡓᏛ⩦ෆᐜࡢ㌟࡟௜ࡁࡸࡍࡉ

5㸬ࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࡢࢫ࢟ࣝ⩦ᚓ᫬ࡢཷㅮ⏕ࡢᐇែ ᤵᴗື⏬ෆࡢ EXCEL ࡢ᧯సࢆཷㅮ⏕⮬㌟ࡀ ICT ᶵჾࢆ⏝࠸࡚⾜࠺࡜ࡁࡢᐇែࢆᢕᥱࡍ
ࡿࡓࡵ㸪⮬⏤グ㏙ᘧᅇ⟅ࡢ㉁ၥࢆタᐃࡋࡓ. EXCEL ࡢ᧯సࡢᡭ㡰➼ࡣᇶᮏⓗ࡟ᤵᴗື⏬ෆ࡛ࡢࡳㄝ᫂ࡋࡓ㸦ᅗ⾲ 6㸧. ౑⏝ࢹ࢕ࢫࣉࣞ࢖ࡢྎᩘࡀㄞࡳྲྀࢀࡓࠕ⤫ィᏛ㸯ࠖ28 ྡ㸪ࠕ⏕≀⤫ィᏛࠖ24 ྡ࡟࠾࠸࡚㸪ࡇࡢ࠺ࡕ 2 ྎ౑⏝ࡋ࡚࠸ࡓࡢࡣࠕ⤫ィᏛ㸯ࠖ16 ྡ㸦57㸣㸧㸪ࠕ⏕

(10) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ≀⤫ィᏛࠖ9 ྡ㸦38㸣㸧࡛࠶ࡗࡓ. ࡇࡢ 2 ྎࡢࢹ࢕ࢫࣉࣞ࢖ࡢ࠺ࡕ 1 ྎࡀࢫ࣐࣮ࢺࣇ࢛࡛ࣥ
࠶ࡿ࡜ㄞࡳྲྀࢀࡓࡢࡣ㸪ࠕ⤫ィᏛ㸯ࠖ2 ྡ㸪ࠕ⏕≀⤫ィᏛࠖ5 ྡ࡛࠶ࡗࡓ. ࢫ࣐࣮ࢺࣇ࢛ࣥࡢ
⏬㠃ࢧ࢖ࢬࡣ୍⯡ⓗ࡟ᑠࡉࡃ㸪ᤵᴗື⏬࡛ࡢ᧯సゎㄝ⏬㠃ࢆぢࡿࡢ࡟༑ศ࡜ࡣゝ࠸㞴࠸. ༑ศ࡟኱ࡁ࡞⏬㠃ࢧ࢖ࢬࡢࢹ࢕ࢫࣉࣞ࢖ୖ࡛ື⏬ࢆど⫈ࡋ࡞ࡀࡽ㸪ࡶ࠺୍ྎࡢࢹ࢕ࢫࣉࣞ࢖
ୖ࡛ EXCEL ⏬㠃ࡀ⾲♧ࡉࢀ࡚࠸ࡓࡇ࡜ࡀఛ࠼ࡓࡢࡣࠕ⤫ィᏛ㸯ࠖ12 ྡ㸦43㸣㸧㸪ࠕ⏕≀⤫ィᏛࠖ4 ྡ㸦17㸣㸧࡛㸪Fisher ࡢṇ☜☜⋡᳨ᐃ࡛ࡣ 5㸣᭷ព࡛࠶ࡗࡓ㸦∦ഃ᳨ᐃ㸪‫ ؒ ݌‬0.040 㸧.
ࡇࡢᕪࡣ㸪ࠕ⤫ィᏛ㸯ࠖࡢཷㅮ⏕ࡣ୺࡟♫఍ே࡛࠶ࡿࡓࡵ㸪ཷㅮᶵჾ⎔ቃࡀᏛ㒊Ꮫ⏕ࡼࡾ඘ᐇࡋ࡚࠸ࡓ࠿ࡽ࠿ࡶࡋࢀ࡞࠸. Ꮫᰯᩍ⫱࡟࠾ࡅࡿ ICT ᶵჾ฼⏝᫬ࡢㄢ㢟࡜ࡋ࡚㸪ࢹ࢕ࢫࣉࣞ࢖࡟ࡘ࠸࡚ࡣ㸪ࠕ⏬㠃ࢧ࢖ࢬࡢ኱ࡁ࡞ࢹ࢕ࢫࣉࣞ࢖ࡢ฼⏝ࠖࡀ࠶ࡆࡽࢀ࡚࠸ࡿ㸦ᖹ࡯࠿㸪
2021㸧. ࢹ࢕ࢫࣉࣞ࢖ࢆ 1 ྎࡢࡳ౑⏝ࡋ࡚࠸ࡿሙྜ㸪୧⛉┠࡜ࡶ࡯࡜ࢇ࡝ࡢཷㅮ⏕ࡣ㸪࠸ࢃࡺࡿࣆࢡࢳࣕ࢖ࣥࣆࢡࢳࣕ㸦PIP㸧ᶵ⬟ࡸ⏬㠃ศ๭ᶵ⬟➼ࢆ⏝࠸࡚㸪ື⏬ࢆど⫈ࡋ࡞ࡀࡽ
EXCEL ࡢ᧯సࢆ⾜ࡗ࡚࠸ࡓࡇ࡜ࡀఛ࠼ࡓ. ࡋ࠿ࡋ࡞ࡀࡽ㸪ࡑࡢ 1 ྎࡢࢹ࢕ࢫࣉࣞ࢖ࡢࢧ࢖
ࢬࡀ༑ศ኱ࡁࡃ࡞࠸ሙྜ㸪ື⏬ෆࡢ⣽࠿࡞᧯సࡢㄆ㆑࡟ᨭ㞀ࢆࡁࡓࡍࡇ࡜ࡀ⪃࠼ࡽࢀࡿ. ࡇࡢࡼ࠺࡞ᙧ࡛ EXCEL ➼ࡢ᧯సࡢࢫ࢟ࣝࢆ⩦ᚓࡍࡿᚲせࡀ࠶ࡿሙྜ࡞࡝ࡣ㸪ࢫ࣐࣮ࢺࣇ࢛
ࣥࡸ PC ࡢ⏬㠃ࢆ TV ࡟ᫎࡍ࠸ࢃࡺࡿ࣑࣮ࣛࣜࣥࢢࡢ᪉ἲ➼ࡢ࿘▱ࡸ㸪ཷㅮ⎔ቃ࡟ࡼࡗ࡚ᕼ
ᮃࡍࡿᏛ⏕࡟ࡣ㸪༑ศ኱ࡁ࡞ࢹ࢕ࢫࣉࣞ࢖ࡢ࠶ࡿࢱࣈࣞࢵࢺ➃ᮎࡸ PC ࡞࡝ࡢᶵჾࡸ㸪࣑࣮ࣛࣜࣥࢢࡢࡓࡵࡢ࿘㎶ᶵჾ➼ࡢ㈚୚ࢆ⾜࠺ࡇ࡜ࡀᚲせ࠿ࡶࡋࢀ࡞࠸.

ᅗ⾲ 6㸸ᤵᴗື⏬࡛ࡢ EXCEL ࡢ᧯సࡢゎㄝ⏬㠃ࡢ౛
6㸬ᤵᴗᐇ㊶࡟ᑐࡍࡿཷㅮ⏕ࡢ⮬⏤グ㏙ࡢᅇ⟅ ࠕᮏᤵᴗࡢ࢜ࣥࢹ࣐ࣥࢻᙧᘧࡢཷㅮᙧែ࡟㛵ࡋ࡚㸪Ⰻ࠿ࡗࡓⅬࡀ࠶ࢀࡤලయⓗ࡟᭩࠸࡚ୗ
ࡉ࠸ࠖ࡜࠸࠺⮬⏤グ㏙ᘧᅇ⟅ࡢ㉁ၥ࡟ᑐࡍࡿᅇ⟅⪅ᩘࡣࠕ⤫ィᏛ㸯ࠖ35 ྡ㸪ࠕ⏕≀⤫ィᏛࠖ24 ྡ࡛࠶ࡗࡓ. ᭱ࡶከ࠿ࡗࡓᅇ⟅ෆᐜࢆ㡰࡟஧ࡘ⤂௓ࡍࡿ. ࠕఱᗘࡶど⫈࡛ࡁࡿࠖ࡜࠸࠺ෆ
ᐜࢆྵࡴᅇ⟅ࡀࠕ⤫ィᏛ㸯ࠖ21 ྡ㸦60㸣㸧㸪ࠕ⏕≀⤫ィᏛࠖ12 ྡ㸦50㸣㸧࡜࡞ࡗ࡚࠾ࡾ㸪͆࠾࠸࡚ࡁࡰࡾ࡟࡞ࡽ࡞࠸͇㸪͆ㅮ⩏ෆᐜ࡬ࡢ⌮ゎᗘࡀ㧗࠿ࡗࡓ͇㸪͆ෆᐜࢆ☜ᐇ࡟㌟࡟╔ࡅࡽࢀࡿ͇
࡜࠸࠺ᵝ࡞ࢥ࣓ࣥࢺࡀ௜࠸࡚࠸ࡿᅇ⟅ࡀᩓぢࡉࢀࡓ. ࡲࡓ㸪͆᫬㛫ࡀ࠶ࡿ᫬࡟ᤵᴗࢆཷࡅࡽ
ࢀࡿ͇㸪͆⮬ศࡢ㞟୰ຊࡀ㧗ࡲࡗ࡚࠸ࡿ࡜ࡁ࡟ཷࡅࡽࢀࡿ͇࡜࠸࠺ࡼ࠺࡞ࠕ᫬㛫ⓗ฼౽ᛶࠖ࡟

㹙◊✲ࣀ࣮ࢺ㹛ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌ (11)㛵ࡍࡿෆᐜࢆྵࡴᅇ⟅ࡣࠕ⤫ィᏛ㸯ࠖ18 ྡ㸦51㸣㸧㸪ࠕ⏕≀⤫ィᏛࠖ12 ྡ㸦50㸣㸧࡛࠶ࡗࡓ.
௚࡟ࡶ㸪ࡶࡋᤵᴗᙧᘧࡀᚑ᮶ࡢᑐ㠃ᤵᴗ࡛࠶ࡗࡓሙྜ㸪ࢹ࣮ࢱศᯒࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࢆ
⏝࠸ࡓᏛ⩦࡟ࡘ࠸࡚࠸ࡅ࡞࠿ࡗࡓ࠿ࡶࡋࢀ࡞࠸࡜࠸࠺ᵝ࡞ෆᐜࡢᅇ⟅ࡶ࠶ࡾ㸪ࢹ࣮ࢱศᯒ
ࡢࡓࡵࡢࢯࣇࢺ࢙࢘࢔ࡢ᧯సࢆྵࡴࢫ࢟ࣝ⩦ᚓࡀ┠ᶆࡢ୍ࡘ࡛࠶ࡿሙྜ㸪ື⏬ᩍᮦࡣ᭷ຠ
࡞ࡢ࠿ࡶࡋࢀ࡞࠸.
 ࠕᮏᤵᴗࡢ࢜ࣥࢹ࣐ࣥࢻᙧᘧࡢཷㅮᙧែ࡟㛵ࡋ࡚㸪ᨵၿࡀᚲせࡔ࡜ᛮ࠺Ⅼࡀ࠶ࢀࡤලయⓗ࡟᭩࠸࡚ୗࡉ࠸ࠖ࡜࠸࠺⮬⏤グ㏙ᘧᅇ⟅ࡢ㉁ၥ࡟ᑐࡍࡿᅇ⟅⪅ᩘࡣࠕ⤫ィᏛ㸯ࠖ31 ྡ㸪ࠕ⏕≀⤫ィᏛࠖ17 ྡ࡛࠶ࡗࡓ. ᭱ࡶከ࠿ࡗࡓࡢࡣࠕ≉࡟࡞ࡋࠖ࡜࠸࠺ෆᐜࢆྵࡴᅇ⟅࡛㸪ࠕ⤫ィᏛ㸯ࠖ12 ྡ㸦39㸣㸧㸪ࠕ⏕≀⤫ィᏛࠖ11 ྡ㸦65㸣㸧࡛࠶ࡗࡓ. ḟ࡟ከ࠿ࡗࡓࡢࡣ㸪ศ࠿ࡽ࡞ࡃ࡞ࡗࡓ࡜ࡁ➼࡟㉁ၥࡋ࡟ࡃ࠸࡜࠸࠺ෆᐜࢆྵࡴᅇ⟅࡛㸪ࠕ⤫ィᏛ㸯ࠖ5 ྡ㸦16㸣㸧㸪ࠕ⏕≀⤫ィᏛࠖ1 ྡ㸦6㸣㸧࡛࠶ࡗࡓ. ⊂ຊ࡛ࡣゎỴ࡛ࡁ࡞࠸ㄢ㢟ࢆゎࡃࡓࡵ࡞࡝㸪Ꮫ⩦ࡋ࡚࠸࡚ศ
࠿ࡽ࡞࠸ࡇ࡜ࡀ࠶ࡗࡓ࡜ࡁ࡟௚⪅࡟᥼ຓࢆồࡵࡿࡇ࡜ࢆ㸦Ꮫᴗⓗ㸧᥼ຓせㄳ࡜࠸࠺㸦㔝ᓮ㸪
2003; Ryan ࡯࠿㸪2001㸧㸬ࡇࡢࢥࣟࢼ⚝࡟࠾࠸࡚ࡣ኱Ꮫࡢከࡃࡢ⛉┠ࡀ㸪࠸ࢃࡺࡿ࢜ࣥࣛ
࢖ࣥ኱Ꮫࡢࡼ࠺࡞≧ἣ࡟࠾࠿ࢀࡓ. ࢜ࣥࣛ࢖ࣥ኱Ꮫ࡛⾜ࢃࢀ࡚࠸ࡿ e ࣮ࣛࢽࣥࢢ࡛ࡣ㸪ᩍဨࡸ࣓ࣥࢱ࣮࡜ࡢᐦ᥋࡞ࡸࡾྲྀࡾ㸪Ꮫ཭ࢥ࣑ࣗࢽࢸ࢕࡜ࡢ㛵ࢃࡾࡀ㔜せ࡛࠶ࡿࡇ࡜ࡀᣦ᦬ࡉ
ࢀ࡚࠾ࡾ㸦㛵࡯࠿㸪 2014㸧㸪᥼ຓせㄳࡋࡸࡍ࠸௙⤌ࡳࢆࡘࡃࡿࡇ࡜ࡀᥦ᱌ࡉࢀ࡚࠸ࡿ㸦▼ᕝ࡯࠿㸪2018㸧3). ᥼ຓせㄳࡢࢫࢱ࢖ࣝࡣ㸪ࡲࡎ⮬ศ࡛ㄢ㢟࡟ᑐࡋ࡚ࡼࡃ⪃࠼࡚࠿ࡽ㸪ゎỴࡍࡿࡓࡵࡢࣄࣥࢺࢆᩍ࠼࡚ࡶࡽ࠺ࡼ࠺࡞⮬ᚊⓗ᥼ຓせㄳ࡜㸪⮬ศ࡛࠶ࡲࡾ⪃࠼ࡎ࡟㸪ࡍࡄ࡟⟅࠼ࢆᩍ࠼࡚ࡶࡽ࠾࠺࡜ࡍࡿ౫Ꮡⓗ᥼ຓせㄳ࡟኱ูࡉࢀ㸪ࢥࣟࢼ⚝ࡢ࢜ࣥࣛ࢖ࣥᤵᴗ࡟࠾࠸
࡚ࡣ㸪ᩍᖌࡸ཭ே࡟ᑐࡋ࡚᥼ຓせㄳࡍࡿࡇ࡜ࡢ㐲៖ࢆឤࡌ㸪౫Ꮡⓗ᥼ຓせㄳࡀࢥࣟࢼ⚝๓ࡢᑐ㠃ᤵᴗ᫬ࡼࡾᑡ࡞ࡃ࡞ࡾ㸪཭ே࡬ࡢ⮬ᚊⓗ᥼ຓせㄳࡣᑐ㠃ᤵᴗ᫬ࡼࡾࡶከࡃ⾜ࡗ࡚࠸ࡿྍ⬟ᛶࡀᣦ᦬ࡉࢀ࡚࠸ࡿ㸦ゎⰋ࡯࠿㸪2021㸧. ≉࡟᪂ධ⏕ࡣ㸪ࢥࣟࢼ⚝࡟ࡼࡗ࡚Ꮫ཭ࢆసࡾ
࡟ࡃ࠸≧ἣ࡛࠶ࡗࡓ࡜ᛮࢃࢀࡿ. ࡓ࡜࠼௒ᚋ㸪ࢥࣟࢼ⚝ࡀ⤊ࢃࡾ㸪㐲㝸ᤵᴗࡢ฼⏝ࡀቑ࠼࡚࠸ࡃ࡜ࡋ࡚ࡶ㸪Ꮫ཭ࢥ࣑ࣗࢽࢸ࢕ࡢᙧᡂ࠾ࡼࡧ῝໬ࡢᨭ᥼ࡣᚲせ࡛࠶ࢁ࠺. ࡲࡓ㸪㠀ྠᮇᆺ࡜ᑐ㠃㸭ྠᮇᆺ࡜ࡢ⤌ࡳྜࢃࡏ➼࡟ࡼࡾ㸪㉁ၥࡋࡸࡍ࠸⎔ቃ࡙ࡃࡾࡀᚲせ࡜ᛮࢃࢀࡿ.
ࡑࡢ௚㸪ཷㅮ⏕࠿ࡽࡢᅇ⟅࡟ࡣ㸪ື⏬࡛ࡢࢼ࣮ࣞࢩࣙࣥࡀ⏬㠃ࡢ࡝ࡇࢆᣦࡋ࡚ゝࡗ࡚࠸ࡿࡢ
࠿ศ࠿ࡾ࡙ࡽ࠸ࡇ࡜ࡀ࠶ࡿ࡜࠸࠺ࡼ࠺࡞ពぢࡀ୧⛉┠ࡑࢀࡒࢀ 1 ௳࠶ࡾ㸪୙㐺ษ࡞ᣦ♧ㄒࢆ౑⏝ࡋ࡞࠸ࡇ࡜࡞࡝㸪ື⏬ᩍᮦࡢᨵၿ࡟ᙺ❧ࡘグ㏙ࡀ࠶ࡗࡓ.
7㸬ࢹ࣮ࢱࣜࢸࣛࢩ࣮ࡢព㆑ࡢኚ໬ ཷㅮ๓ᚋ࡟࠾ࡅࡿࢹ࣮ࢱࣜࢸࣛࢩ࣮ࡢព㆑ࡢኚ໬ࢆࡳࡿࡓࡵ㸪ᅗ⾲ 7 ࡢᵝ࡟ࣔࢹࣝ࢝ࣜ
࣒࢟ࣗࣛࡢࢹ࣮ࢱࣜࢸࣛࢩ࣮࡟࠾ࡅࡿྛᏛಟ┠ᶆ࡟ᑐࡋ࡚㉁ၥᩥࢆసᡂࡋ㸪5 ௳ἲ࡛㉁ၥࡋ
ࡓ㸦1:࠶࡚ࡣࡲࡽ࡞࠸㸪2:࠶ࡲࡾ࠶࡚ࡣࡲࡽ࡞࠸㸪3:࡝ࡕࡽ࡜ࡶ࠸࠼࡞࠸㸪4:ࡸࡸ࠶࡚ࡣࡲ
ࡿ㸪5:࠶࡚ࡣࡲࡿ㸧. ࡇࡇ࡛ࡣ㸪ࡇࡢ 8 㡯┠඲࡚࡟ᅇ⟅ࡋࡓࠕ⤫ィᏛ㸯ࠖ㸦2020 ᖺ⛅࠾ࡼࡧ
2021 ᖺ᫓㸧ࡢཷㅮ⏕࡟࠾ࡅࡿ⤖ᯝࢆ♧ࡍ. ࡇࡢ㉁ၥ࡛ᚓࡓኚᩘࢆ㔞ⓗኚᩘ࡜ࡳ࡞ࡋ㸪ᑐᛂࡢ࠶ࡿ t ᳨ᐃ࠾ࡼࡧ᥎ᐃࢆ⾜ࡗࡓ⤖ᯝࢆᅗ⾲ 8 ࡟♧ࡍ. ཷㅮ๓㸦pre㸧ࡢ್ࡀ 2021 ᖺ᫓ࡼࡾ2020 ᖺ⛅ࡢ᪉ࡀ㧗࠸ࡢࡣ㸪ཷㅮ⏕ࡢከࡃࡀ኱Ꮫ㝔 1 ᖺ⏕࡛࠶ࡾ㸪2020 ᖺ⛅ࡢཷㅮ⪅࡟ 2020ᖺ᫓࡟࠾࠸࡚⤫ィࡸࢹ࣮ࢱศᯒ࡟㛵ࡍࡿ⛉┠ࢆᒚಟࡋࡓᏛ⏕ࡀከࡃྵࡲࢀ࡚࠸ࡓྍ⬟ᛶࢆせᅉ࡜ࡋ࡚࠶ࡆࡿࡇ࡜ࡀ࡛ࡁࡿ. ୧ᖺ࡜ࡶ Q5 ࡀẚ㍑ⓗ࡟஦ᚋ࡟༑ศ࡟ୖ᪉࡟ࢩࣇࢺࡏࡎ㸪post ࡟࠾࠸࡚᭱ࡶᖹᆒ್ࡀప࠿ࡗࡓ. ࡇࢀࡣ㸪࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡛⾜ࡗࡓᤵᴗ࡛࠶ࡿࡓࡵ㸪

(12) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ௚⪅࡟ㄝ᫂ࡍࡿ࡜࠸࠺ᶵ఍ࡀᤵᴗෆ࡛ࡣ࡯ࡰ↓࠿ࡗࡓࡇ࡜ࡀせᅉ࠿ࡶࡋࢀ࡞࠸. ࡇࡢࡼ࠺࡞௚⪅࡜ࡢࢥ࣑ࣗࢽࢣ࣮ࢩࣙࣥ࡟ࡼࡗ࡚⫱ࡲࢀࡿ⬟ຊࡢ⫱ᡂ࡟ࡣ㸪ᑐ㠃ᙧᘧࡸྠᮇᆺ࡛ࡢ
ࢢ࣮ࣝࣉ࣮࣡ࢡ➼ࡢ᪉ࡀ㐺ࡋ࡚࠸ࡿ࡜ᛮࢃࢀࡿ.
࣯໲ชϠυϩΩϨΫϣϧϞ͹ָर໪ඬʤυʖνϨτϧεʖʥ

4υʖν͹ಝ௅ΝಣΊմ͘ɼً͘ͱ͏Ζࣆে͹ഐ‫ܢ‬Ώқັ߻ υʖν͹ಝ௅ΝಣΊմ͘ɼً͘ͱ͏Ζࣆে͹ഐ‫ܢ‬Ώқັ߻͏͏ΝཀྵմͲ͘ΖΝཀྵմͲ͘Ζ
4υʖνΝಣΊմ͚৏Ͳɼχϟ΢ϱஎࣟ͗॑གྷͲ͍Ζ͞ͳΝཀྵմ͢ͱ͏Ζʤχϟ΢ϱஎࣟʁಝఈ͹྘Ү͹υʖνΝಣΊմ͚ υʖνΝಣΊմ͚৏Ͳɼχϟ΢ϱஎࣟ͗॑གྷͲ͍Ζ͞ͳΝཀྵ৖߻ɼͨ͹྘Үஎࣟ͹͞ͳɽྭ͓ͻɼ՝ࢢ‫ۂ‬ֆ͹υʖνΝಣմͤΖΊմ͏ͱ͏Ζ͵Δ՝ࢢ‫ۂ‬ֆ͹எࣟ͵ʹʥ
4υʖν͹൅ਫ਼‫ݳ‬৖Ν֮೟ͤΖ͞ͳ͹॑གྷ੓Νཀྵմ͢ͱ͏Ζ υʖν͹൅ਫ਼‫ݳ‬৖Ν֮೟ͤΖ͞ͳ͹॑གྷ੓ΝཀྵմͤΖ
4υʖν͹ർֳଲেΝਜ਼͚͢અఈ͢ɼ਼࣊Νർ΄Ζ͞ͳ͗Ͳ υʖν͹ർֳଲেΝਜ਼͚͢અఈ͢ɼ਼࣊Νർ΄Ζ͞ͳ͗Ͳ͘
͘Ζ

Ζ

4న઀͵ՆࢻԿघ๑Νમ୔͢ɼଠंͶυʖνΝઈ໎Ͳ͘Ζన઀͵ՆࢻԿघ๑Νમ୔͢ɼଠंͶυʖνΝઈ໎Ͳ͘Ζ

4෈న઀Ͷࡠ੔͠Ηͪήϧϓͳ਼࣊Ͷὅ͠Η͵͏෈న઀Ͷࡠ੔͠Ηͪήϧϓ਼࣊Ͷὅ͠Η͵͏

4ช‫ݛ‬Ώ‫ݳ‬েΝಣΊմ͘ɼͨΗΔ͹‫ܐؖ‬Ν෾ੵʀߡࡱ͢න‫ ݳ‬ช‫ݛ‬Ώ‫ݳ‬েΝಣΊմ͘ɼͨΗΔ͹‫ܐؖ‬Ν෾ੵʀߡࡱ͢න‫ͤݳ‬
ͤΖ͞ͳ͗Ͳ͘Ζ

Ζ͞ͳ͗Ͳ͘Ζ

4ΦέιϩΉͪͺηϕϪρχεʖφ౵Ν࢘ͮͱɼঘ‫و‬ໝυʖ ηϕϪρχεʖφ౵Ν࢘ͮͱɼঘ‫و‬ໝυʖνʤ਼ඨ݇ʛ਼એ
νʤ਼ඨ݇ʛ਼એ݇ϪϗϩʥΝॄ‫ܯ‬ʀՅ޽Ͳ͘Ζ݇ϪϗϩʥΝॄ‫ܯ‬ʀՅ޽Ͳ͘Ζᅗ⾲ 7㸸㉁ၥᩥ࡜ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛࡢࢹ࣮ࢱࣜࢸࣛࢩ࣮ࡢᏛಟ┠ᶆ࡜ࡢᑐᛂ

ᅗ⾲ 8㸸ᑐᛂࡢ࠶ࡿ t ᳨ᐃ࠾ࡼࡧᕪࡢಙ㢗༊㛫ϫ ࡲ࡜ࡵ
 COVID-19 ࣃࣥࢹ࣑ࢵࢡ࡟ࡼࡗ࡚㸪ከࡃࡢ኱Ꮫ࡛ࡣ㐲㝸ᤵᴗࡢᐇ᪋ࢆవ൤࡞ࡃࡉࢀ㸪㐲㝸ᤵᴗࡀヨ⾜㘒ㄗࡉࢀ࡚࠸ࡿ᭱୰࡛࠶ࡿ. ࢜ࣥࢹ࣐ࣥࢻᙧᘧ࡛ࡢ⤫ィᩍ⫱ࡢ㛗ᡤ࠾ࡼࡧ▷ᡤ➼࡟㛵ࡍࡿ▱ぢࢆᚓࡿࡓࡵ㸪Ꮫ㒊Ꮫ⏕㸦3㸪4 ᖺ⏕㸧࠾ࡼࡧ኱Ꮫ㝔⏕㸦୺࡟♫఍ே㸧࡟ᑐࡋ㸪ᤵᴗᐇ㊶࠾ࡼࡧㄪᰝࢆ⾜ࡗࡓ⤖ᯝ㸪ᑐ㠃ࡲࡓࡣྠᮇᆺ㸦ࣜ࢔ࣝࢱ࢖࣒࢜ࣥࣛ࢖ࣥ㸧ࡢᖹᆒⓗ࡞ᤵᴗࡼࡾࡶᤵᴗᐇ㊶ࢆ⾜ࡗࡓ࢜ࣥࢹ࣐ࣥࢻᤵᴗࡢ᪉ࡀᏛ⩦ෆᐜࡀ㌟࡟௜ࡁࡸࡍ࠸࡜

㹙◊✲ࣀ࣮ࢺ㹛ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌ (13)࠸࠺ᅇ⟅ഴྥࡀ࠶ࡗࡓ. ࡲࡓ㸪ᤵᴗື⏬ࢆど⫈ࡍࡿ㝿ࡢ෌⏕㏿ᗘࡢタᐃ࡛ࡣ㸪Ꮫ㒊Ꮫ⏕ࡢ᪉ࡀ኱Ꮫ㝔⏕ࡼࡾࡶ㏿࠸㏿ᗘ࡟タᐃࡍࡿഴྥࡀ࠶ࡗࡓ. ࡑࡋ࡚㸪ཷㅮ⏕ࡢࢹ࣮ࢱศᯒࡢࡓࡵࡢ
ࢯࣇࢺ࢙࢘࢔ࡢ᧯సࢫ࢟ࣝ⩦ᚓ࡟࠾ࡅࡿཷㅮ⎔ቃᨵၿࡢࡓࡵࡢ▱ぢࡀᚓࡽࢀࡓ. COVID-19
ࣃࣥࢹ࣑ࢵࢡ௨㝆࡟ሗ࿌ࡉࢀࡓ㐲㝸ᤵᴗ࡜ᑐ㠃ᤵᴗࡢẚ㍑࡟࠾࠸࡚㸪Ꮫ⩦ෆᐜࢆࡼࡾ⌮ゎ࡛ࡁࡿࡇ࡜ࡸᤵᴗ‶㊊ᗘ➼ࡢほⅬ࡛ࡣᑐ㠃ᤵᴗࡀ຾ࡿࡇ࡜ࡀᑡ࡞ࡃ࡞࠸ࡀ㸪ಶูࡢᤵᴗ࡟
ࡼࡗ࡚ࡣ㸪Ꮫ⩦┠ᶆ➼ࡢ⛉┠ࡢᛶ㉁࡟ࡼࡾ㸪ື⏬ࢆ⏝࠸ࡓ࢜ࣥࢹ࣐ࣥࢻᙧᘧࡢ㐲㝸ᤵᴗࡢ᪉࡟ᵝࠎ࡞ඃ఩ᛶࡀ࠶ࡿࡇ࡜ࡀศ࠿ࡗࡓ. ᤵᴗෆᐜࡸ┠ᶆ㸪ࡲࡓ㸪ཷㅮ⏕ࡢཷㅮ⎔ቃࡢᐇែ➼࡟ྜࢃࡏ࡚㸪ࡼࡾຠᯝⓗ࡞ᙧᘧ࡛ࡢᤵᴗࢆタィࡋᐇ᪋ࡋ࡚࠸ࡃࡇ࡜ࡀ௒ᚋࡢ኱Ꮫᩍ⫱࡟࠾࠸࡚㔜せ࡛࠶ࢁ࠺.
ᤵᴗື⏬ࡢ᭱㐺໬ࡢࡓࡵ࡟ࡣ㸪ᤵᴗື⏬ࡢ෌⏕㏿ᗘࡸື⏬ど⫈ࡢ㝿ࡢ౑⏝ᶵჾࡢᐇែ࡟ࡘ࠸࡚㸪ど⫈ࣟࢢ࡜ࡢ㛵㐃ࢆ᥈ࡿᚲせࡀ࠶ࡿ࠿ࡶࡋࢀ࡞࠸. ࡲࡓ㸪ᮏሗ࿌ࡢㄪᰝࡣ㸪୍኱Ꮫ࡟࠾ࡅࡿ୍㒊ࡢ⛉┠ࡢཷㅮ⏕ࢆᑐ㇟࡜ࡋࡓࡶࡢ࡛࠶ࡾ㸪↓సⅭᶆᮏ࡛ࡣ࡞࠸. ᑐ㇟ࢆᗈࡆ࡚ࡢ᳨ウࡶ௒ᚋࡢㄢ㢟࡛࠶ࡿ㸬ὀ1) https://www.youtube.com/2) ≉グࡋ࡞࠸㝈ࡾࠕ⤫ィᏛ㸯ࠖ࡜᭩࠸࡚࠶ࡿሙྜࡣ 2021 ᖺᗘ᫓Ꮫᮇࡢᤵᴗᐇ㊶⛉┠ࢆព࿡ࡍࡿ㸬3) ヱᙜࡍࡿᩥ⊩࡛ࡣ㸪᥼ຓせㄳᑐ㇟⪅ࡣࠕ኱Ꮫࡢ཭ேࠖ࡜ࠕᩍ⫱ࢥ࣮ࢳࠖ࡟㝈ᐃࡉࢀ࡚
࠸ࡿ㸬

ཧ⪃ᩥ⊩
▼ᕝዉಖᏊ㸪ྥᚋ༓᫓㸪2018㸪ࠕ࢜ࣥࣛ࢖ࣥ኱Ꮫ࡛ᏛࡪᏛ⏕ࡢ⮬ᕫㄪᩚᏛ⩦᪉␎࠾ࡼࡧࡘࡲ
ࡎࡁᑐฎ᪉␎ࠖ
ࠗ᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ࠘41(4), 329-343㸬ゎⰋඃᇶ㸪ᯘளᕼᜨ㸪2021㸪
ࠕ࢜ࣥࣛ࢖ࣥᤵᴗ࡟࠾ࡅࡿ኱Ꮫ⏕ࡢᏛᴗⓗ᥼ຓせㄳ : ᅇ㢳ἲ࡟ࡼࡿᑐ㠃ᤵᴗ࡜ࡢẚ㍑ࢆ㏻ࡋࡓ᥈⣴ⓗ᳨ウࠖࠗ༡ᒣ኱Ꮫ ᩍ⫋ࢭࣥࢱ࣮⣖せ࠘(8), 24-30㸬
ᯇᓥࡿࡳ㸪ᑿᓮோ⨾㸪2021㸪ࠕ኱Ꮫ⏕ࡢ࢜ࣥࣛ࢖ࣥᤵᴗ࡟㛵ࡍࡿホ౯࡜⮬ᕫㄪᩚᏛ⩦᪉␎࠾ࡼࡧᏛ⩦⪅≉ᛶ࡜ࡢ㛵㐃ࠖࠗ᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ࠘45(Suppl.), 5-8.
㛗℈⃈㸪᳃⏣⿱௓㸪2017㸪ࠕᫎീࢥࣥࢸࣥࢶࡢ㧗㏿ᥦ♧࡟ࡼࡿᏛ⩦ຠᯝࡢศᯒࠖ
ࠗ᪥ᮏᩍ⫱ᕤ
Ꮫ఍ㄽᩥㄅ࠘40(4), 291-300㸬ᘏ▱ዉ⨾㸪Ἠṇኵ㸪┿ᔱ⏤㈗᝴㸪2018㸪
ࠕVDT ᶵჾࢆ౑⏝ࡋࡓᏛ⩦⎔ቃ࡟࠾ࡅࡿ⑂ປ᳨▱ࡢࡓࡵࡢ⮬ᕫ᥋ゐືసㄆ㆑ࠖ
ࠗᩍ⫱ࢩࢫࢸ࣒᝟ሗᏛ఍ㄅ࠘35(2), 145o150㸬㔝ᓮ⚽ṇ㸪2003㸪ࠕ⏕ᚐࡢ㐩ᡂ┠ᶆᚿྥᛶ࡜ࢥࣥࣆࢸࣥࢫࡢㄆ▱ࡀᏛᴗⓗ᥼ຓせㄳ࡟ཬࡰࡍ
ᙳ㡪:ᢚไែᗘࢆ፹௓࡜ࡋࡓࣉࣟࢭࢫࡢ᳨ドࠖࠗᩍ⫱ᚰ⌮Ꮫ◊✲࠘51(2), 141-153㸬
Ryan, A. M., Pintrich, P. R., & Midgley, C., 2001, “Avoiding seeking help in the classroom:
Who and why?” Educational Psychology Review 13: 93–114㸬㛵࿴Ꮚ㸪෠ỌᩔᏊ㸪ྥᚋ༓᫓㸪2014㸪ࠕ࢜ࣥࣛ࢖ࣥ኱Ꮫࢆ༞ᴗࡋࡓ♫఍ேᏛ⏕ࡢᅇ㢳࡜ᒎᮃ࡟㛵ࡍࡿㄪᰝࠖ
ࠗ᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ࠘38(2), 101-112㸬

(14) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕᖹ࿴ᶞ㸪ᐑᮏ཭ᘯ㸪2021㸪
ࠕVisual Display Terminal సᴗ࢞࢖ࢻࣛ࢖ࣥ࡟ἢࡗࡓᩍ⫱ศ㔝࡟࠾ࡅࡿ᝟ሗᶵჾ฼⏝᫬ࡢ␃ព஦㡯࡜ㄢ㢟ࠖࠗᮾ໭኱Ꮫ㧗ᗘᩍ㣴ᩍ⫱࣭Ꮫ⏕ᨭ᥼ᶵᵓ⣖せ࠘(7), 267-280㸬ෆ⏣▱ᏹ, 㯮⃝Ὀ㸪2021㸪ࠕࢥࣟࢼ⚝࡟ධᏛࡋࡓ኱Ꮫ୍ᖺ⏕࡜࢜ࣥࣛ࢖ࣥᤵᴗ ؐؐᚰ㌟≧ែ࡜ࡦࡁࡇࡶࡾ㢪ᮃؐؐࠖࠗᚰ⌮Ꮫ◊✲࠘92 ᕳ 5 ྕ㸪374-383㸬
ᒣཱྀㄔ୍㸪ᒣཱྀ࿴⠊㸪㛛⏣ᐇ㸪2021㸪ࠕࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ : CSI ࡢ࢜ࣥࢹ࣐ࣥࢻ
࡛ࡢ⤫ィᩍ⫱ࢆ㋃ࡲ࠼ࡓᨵၿࠖ
ࠗ♫఍࡜⤫ィ : ❧ᩍ኱Ꮫ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せ࠘(7), 3-11㸬
URL
AI ᡓ␎ 2019㸪https://www.kantei.go.jp/jp/singi/tougou-innovation/pdf/aisenryaku2019.pdf㸦2022 ᖺ
1 ᭶ 3 ᪥ྲྀᚓ㸧࣋ࢿࢵࢭࢥ࣮࣏࣮ࣞࢩࣙࣥ㸪2021㸪
ࠕ኱Ꮫࡢࢹ࣮ࢱࢧ࢖࢚ࣥࢫㄆᐃࣉࣟࢢ࣒ࣛࡢከࡃࡀ඲Ꮫ
ᚲಟࢆᥖࡆࡿࠖ
http://between.shinken-ad.co.jp/univ/2021/11/DSnintei.html㸦2022 ᖺ 1 ᭶ 3 ᪥ྲྀᚓ㸧㛵す኱Ꮫ㸪2021㸪
ࠕ2021 ᖺᗘ᫓Ꮫᮇᤵᴗ࣭Ꮫ⏕⏕ά࡟㛵ࡍࡿ࢔ࣥࢣ࣮ࢺ㸦ࢲ࢖ࢪ࢙ࢫࢺ∧㸧ࠖ
https://www.kansai-u.ac.jp/ir/student_survey_2021sp_digest.pdf㸦2022 ᖺ 1 ᭶ 3 ᪥ྲྀᚓ㸧ࣔࢹ࣒ࣝ࢝ࣜ࢟ࣗࣛ㸦ࣜࢸࣛࢩ࣮ࣞ࣋ࣝ㸧
㸪2020㸪
http://www.mi.u-tokyo.ac.jp/consortium/model_literacy.html㸦2022 ᖺ 1 ᭶ 3 ᪥ྲྀᚓ㸧ᩥ㒊⛉Ꮫ┬㸪2021㸪
ࠕ᪂ᆺࢥࣟࢼ࢘࢖ࣝࢫឤᰁ⑕࡟ಀࡿᙳ㡪ࢆཷࡅࡓᏛ⏕➼ࡢᏛ⏕⏕ά࡟㛵ࡍࡿㄪᰝ➼ࡢ⤖ᯝ࡟ࡘ࠸࡚㸦௧࿴ 3 ᖺ 5 ᭶ 25 ᪥㸧ࠖhttps://www.mext.go.jp/content/20210526-mxt_kouhou01-000004520_1.pdf㸦2022 ᖺ 1
᭶ 3 ᪥ྲྀᚓ㸧❧ᩍ኱Ꮫ㸪2020㸪
ࠕ(᫓Ꮫᮇᮎ㸧࢜ࣥࣛ࢖ࣥᤵᴗ࡟ࡘ࠸࡚ࡢ࢔ࣥࢣ࣮ࢺᐇ᪋⤖ᯝᴫせሗ࿌ࠖhttps://www.rikkyo.ac.jp/about/activities/fd/qo9edr0000005dbratt/Study_online_200711_0716.pdf㸦2022 ᖺ 1 ᭶ 3 ᪥ྲྀᚓ㸧❧࿨㤋኱Ꮫ㸪2020㸪ࠕ❧࿨㤋኱Ꮫ⏕ 1115 ேࡀᅇ⟅ࠓࢥࣟࢼ⚝࡟࠾ࡅࡿᏛ⏕⏕άᐇែㄪᰝࠔࠖ
https://ritsumeikanunivpress.com/07/01/4257/㸦2022 ᖺ 1 ᭶ 3 ᪥ྲྀᚓ㸧ᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AI ᩍ⫱⌧≧ㄪᰝ㸦➨ 2 ᅇ㸧㸪2020㸪
http://www.mi.u-tokyo.ac.jp/consortium/pdf/report03.pdf㸦2022 ᖺ 1 ᭶ 3 ᪥ྲྀᚓ㸧඲ᅜ኱Ꮫ⏕ά༠ྠ⤌ྜ㐃ྜ఍ᮾᾏࣈࣟࢵࢡ㸪᪥⤒ BP ♫㸪2021㸪
ࠕ኱Ꮫ࡟࠾ࡅࡿᩍ⫱࡜ ICTά⏝࡟㛵ࡍࡿᐇែㄪᰝ⤖ᯝሗ࿌ࠖhttps://www.nii.ac.jp/event/upload/20211119-06_Nishio.pdf㸦2022 ᖺ 1 ᭶ 3 ᪥ྲྀᚓ㸧㹙◊✲ࣀ࣮ࢺ㹛ࢥࣟࢼ⚝࡟࠾ࡅࡿ⤫ィᩍ⫱ࡢᐇ㊶ሗ࿌ (15)Summary

A report on Statistical Education in Corona DisasterSeiichi Yamaguchi
Kazunori Yamaguchi
Minoru Kadota
Due to the COVID-19 pandemic, many universities have been forced to provide
distance learning classes. In order to obtain knowledge about the advantages anddisadvantages of the so-called on-demand style of statistical education, in which
students learn by watching videos, and the situation of the students, we conducted asurvey of undergraduate (3rd and 4th year) and graduate students (mainly working
adults). The results showed that students tended to learn more easily in the ondemand classes than in the conventional face-to-face or synchronous classes. In
addition, undergraduate students tended to set the playback speed faster than
graduate students when watching the class videos. Furthermore, some findings wereobtained on how to improve the course environment for students to acquire skills in
operating software for data analysis.
Key words: Statistical education, Data science education, Distance learning, Ondemand lecture

(16) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

㹙㈨ᩱ㹛ᨻᗓ⤫ィ㒊఍࢜ࣥࣛ࢖ࣥฟᙇሗ࿌ (17)

ࠓ㈨ᩱࠔᨻᗓ⤫ィ㒊఍࢜ࣥࣛ࢖ࣥฟᙇሗ࿌Ɇ⤒῭⤫ィᏛ఍඲ᅜ◊✲኱఍ཬࡧྛ✀ฟᙇሗ࿌Ɇ
Ḉᮏ ೺
℈ᮏ ┿୍
࠙せ᪨ࠚ ᮏሗ࿌ࡣ 2 ࡘࡢ❶࠿ࡽᵓᡂࡉࢀࡿ㸬➨ 1 ⠇ࡣ⤒῭⤫ィᏛ఍࡬ࡢ㒊఍࡜ࡋ࡚ࡢฟᙇሗ࿌࡛࠶ࡿ㸬♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮ࡢᨻᗓ⤫ィ㒊఍࡛ࡣ 2021 ᖺ⤒῭⤫ィᏛ఍඲ᅜ◊✲኱఍࢜ࣥࣛ࢖ࣥ࡟Ḉᮏ㸪℈ᮏ㸪ࣜࢧ࣮ࢳ࢔ࢩࢫࢱࣥࢺ㸦RA㸧ࡢᴮཎࡢ 3 ྡ࡛ཧຍࡋࡓ㸬⤒῭⤫ィᏛ఍ࡣ 2021 ᖺ 10 ᭶ 16 ᪥㹼17 ᪥ࡲ࡛໭ᾏ㐨࡛Ꮫ఍ࢆ㛤ࡃணᐃ࡛࠶ࡗࡓࡀ㸪ᑐ㠃࠿ࡽ࢜ࣥࣛ࢖ࣥ࡟ኚ᭦ࡋ࡚㛤ദࡉࢀࡓ㸬Ꮫ఍ࣉࣟࢢ࣒ࣛࡢ
኱༙ࡣ୪⾜ࢭࢵࢩ࡛ࣙࣥ⾜ࢃࢀ㸪㒊఍࣓ࣥࣂ࣮⮬㌟ࡢㄪᩚࡸሗ࿌ࡶ⾜ࢃࢀࡓࡓࡵ㸪㒊ศⓗ࡟ཧຍࡍࡿࡇ࡜
࡜ࡋ㸪ሗ࿌ࡶࡑࡢ⠊ᅖ࡟␃ࡲࡿ㸬ࢭࢵࢩࣙࣥࡢ୰࡛ࡣ㸪⥲ົ┬ࡢሗ࿌㸪ࣅࢵࢢࢹ࣮ࢱࡸከᅜ⡠௻ᴗ࡟㛵ࡍࡿሗ࿌ࡢࢭࢵࢩ࡛ࣙࣥ኱ኚάⓎ࡞㉁␲ࡀ⾜ࢃࢀࡓ㸬ฟᙇ࡛ࡣไ⣙࠿ࡽཧຍ࡛ࡁࡓࢭࢵࢩࣙࣥ BCDEF ࡢ 5ࡘࢆࡲ࡜ࡵࡓ㸬➨ 2 ⠇ࡣ➨ 1 ⠇࡜㛵㐃ࡋ࡚ࢭࢵࢩࣙࣥ E ࡔࡅࢆูᘓ࡚ࡋ࡚⤂௓ࡍࡿ㸬ࢭࢵࢩࣙࣥ E ࡣḈᮏ⮬㌟ࡀෆᐜࡢྲྀࡾࡲ࡜ࡵࢆࡋ࡚࠾ࡾ㸪ࡲࡓ⮬㌟ࡢሗ࿌࡛ࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥ࡟㛵ࡍࡿ⤫ィ㛤Ⓨࢆࢸ࣮࣐࡜ࡋࡓᅜ㝿఍ྜࢆ⤂௓ࡋࡓ㸬Ḉᮏ⮬㌟ࡢሗ࿌࡛ࡣ኱Ꮫ࡟ᒆࢆฟࡋ࡚㸪ෆ㛶ᗓ⤒῭♫఍⥲ྜ◊✲ᡤࡢᡭఏ࠸࡛ 2021 ᖺ࡟
2 ࡘࡢᅜ㝿఍ྜ࡟ཧຍ࣭ሗ࿌ࡋࡓࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢ⤫ィ㛤Ⓨࢆ⤂௓ࡋࡓ㸬ࢭࢵࢩ࡛ࣙࣥྲྀࡾୖࡆࡓ
࢜ࣥࣛ࢖ࣥᅜ㝿఍ྜࡢᵝᏊࡶྲྀࡾୖࡆࡿ㸬࣮࣮࢟࣡ࢻ :ฟᙇሗ࿌㸪⤒῭⤫ィᏛ఍㸪࢜ࣥࣛ࢖ࣥ఍ྜ㸪඲ᅜ኱఍㸪ᅜ㝿఍ྜࡣࡌࡵ࡟ ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮ࡢᨻᗓ⤫ィ㒊఍࡛ࡣ 2021 ᖺ⤒῭⤫ィᏛ఍඲ᅜ◊✲኱఍࢜ࣥࣛ࢖ࣥ࡟㒊఍࣮ࣜࢲ࣮Ḉᮏ೺㸪㒊఍ຓᩍ℈ᮏ┿୍㸪ࣜࢧ࣮ࢳ࢔ࢩࢫࢱࣥࢺ㸦RA㸧ࡢᴮཎග
ኈࡢ 3 ྡ࡛ཧຍࡋࡓ㸬⤒῭⤫ィᏛ఍ࡢᏛ఍ࡣ◊✲఍ࡢ᭶ḟ౛఍ࡀᮾ໭࣭㛵ᮾᨭ㒊࡜㛵すᨭ㒊࡛⾜ࢃࢀ࡚࠸ࡿ㸬౛఍⮬యࡶ࢜ࣥࣛ࢖ࣥࡢࡓࡵ㸪୧᪉ࡢሗ࿌ࡀ㔜」ࡍࡿၥ㢟ࡀ⏕ࡌࡓ㸬 ࢜ࣥࣛ࢖ࣥࡔࡅ࡛Ꮫ఍άືࡍࡿሙྜ㸪ୡ⏺ⓗ࡟ၥ㢟࡟࡞ࡗ࡚࠸ࡿࡼ࠺࡟㉁␲ࡀάⓎ࡛࡞ࡃ࡞ࡾ㸪㆟ㄽ࠿ࡽᚓࡽࢀࡿ▱ぢࡀᑡ࡞ࡃ࡞ࡿ㸪❧ࡕヰࡸே㛫㛵ಀࢆ⠏ࡃࡇ࡜ࡀ㞴ࡋ࠸ࡓࡵ㸪ⱝᡭࡢሗ࿌⪅ࡀᏛ఍ෆࡢ㛵ಀࢆᵓ⠏ࡋ࡟ࡃࡃ࡞ࡿ㸪࡜࠸ࡗࡓㄢ㢟ࡶ࠶ࡿ࡜ࡳࡽࢀࡿ㸬⤒῭⤫ィᏛ఍ࡢⰋ࠸࡜ࡇࢁࡣ఍ဨᩘࡀᑡ࡞࠸୍᪉࡛㸪ෆ㛶ᗓ㸪⥲ົ┬㸪᪥ᮏ㖟⾜࡜࠸ࡗࡓᶵ㛵ࡀຍධࡋ࡚࠸ࡿࡓࡵ㸪㛗᫬㛫ウ㆟ࡢ᫬㛫ࡀྲྀࢀ࡚ཝࡋࡃ⋡┤࡞ࡸࡾྲྀࡾࡀᮇᚅ࡛ࡁࡿ࡜࠸
࠺࡜ࡇࢁ࡛࠶ࡿ㸬ࡑࡢ฼Ⅼࡀ࢜ࣥࣛ࢖ࣥ໬࡛ከᑡⷧࡲࡗࡓ༳㇟ࡣཷࡅࡓ㸬 ௒ᅇࡣ୺࡟ࢭࢵࢩࣙࣥ BCDF ࡟ཧຍࡋࡓሗ࿌ࢆࡲ࡜ࡵࡓ㸬ࢭࢵࢩࣙࣥ E ࡣϩ࡟ࡲ࡜ࡵࡿ㸬Ϩ ⤒῭⤫ィᏛ఍඲ᅜ◊✲኱఍ࢭࢵࢩࣙࣥ BCDF ࡢᴫせ1㸬ࣉࣟࢢ࣒ࣛ ᙜ᪥ࡢࣉࣟࢢ࣒ࣛࡣ௨ୗࡢ㏻ࡾ࡛࠶ࡿ㸬ሗ࿌せ᪨ࡣྛሗ࿌⪅㸰࣮࣌ࢪ௨ෆ࡛⏝ពࡉࢀ㸪⤒῭⤫ィᏛ఍࣮࣒࣮࣍࣌ࢪ࡛බ⾲ࡉࢀ࡚࠸ࡿ㸬ཝᐦ࡟ࡣሗ࿌せ᪨ࡣ 2 ✀㢮࠶ࡾ㸪ሗ࿌๓࡟බ⾲ࡉࢀࡿࡶࡢ࡜㸪ሗ࿌ᚋ࡟෌ᗘࡲ࡜ࡵࡿࡶࡢࡀ࠶ࡿ㸬࢜ࣥࣛ࢖ࣥᏛ఍᫬࡟ሗ࿌せ᪨ࢆ 2ᅇࡲ࡜ࡵࡿࡢࡀࡇࡢᏛ఍ࡢ≉ᚩ࡜࡞ࡗ࡚࠸ࡿ㸬ሗ࿌㈨ᩱࡣᙜ᪥ࢳࣕࢵࢺᶵ⬟࡛㓄ᕸࡉࢀࡓ㸬

(18) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

ሗ࿌㈨ᩱ࡜ู࡟ㄽᩥࡀᏑᅾࡍࡿࢣ࣮ࢫࡀぢࡽࢀࡿ㸬ከࡃࡢሗ࿌⪅ࡣ㈨ᩱࡔࡅ࡛ㄝ᫂ࡋ࡚࠾
ࡾ㸪ㄽᩥࡣᚲࡎࡋࡶ㓄ᕸࡉࢀ࡞࠸㸬௨㝆࡛ࡲ࡜ࡵࡿᴫせࡼࡾࡶヲࡋ࠸ෆᐜࡣ㸪ሗ࿌せ᪨㸪ᙜ᪥ࡢሗ࿌㈨ᩱࡀཧ⪃࡟࡞ࡿ㸬
10 ᭶ 16 ᪥㸦ᅵ㸧ࢭࢵࢩࣙࣥ A:௻⏬ࢭࢵࢩࣙࣥ㸦ࢪ࢙ࣥࢲ࣮⤫ィ◊✲㒊఍௻⏬㸧ࠕ➨ 5 ḟ⏨ዪඹྠཧ⏬ᇶᮏィ⏬࡜ࢪ࢙ࣥࢲ
࣮⤫ィࠖࢥ࣮ࢹ࢕ࢿ࣮ࢱ:ᮡᶫ ࡸࡼ࠸㸦ᑓಟ኱Ꮫ㸧 ᗙ㛗:ఀ⸨ ⣧㸦᫛࿴ዪᏊ኱Ꮫ㸧1.ᮡᶫ ࡸࡼ࠸㸦ᑓಟ኱Ꮫ㸧 ࠕୡ⏺ࢪ࢙ࣥࢲ࣮ࢠࣕࢵࣉᣦᩘࡢ෌᳨ウࠖ
2.ᶫᮏ ⨾⏤⣖㸦㧗ᓮ⤒῭኱Ꮫ㸧 ࠕ㧗ᰯࡲ࡛ࡢ⤫ィᩍ⫱࡜ࢪ࢙ࣥࢲ࣮ᩍ⫱࡟ࡘ࠸࡚ࠖ
3.㧘ᶫ 㞞ኵ㸦㛗㔝኱Ꮫ㸧 ࠕኵ፬ࡢᐙ஦ศᢸࡢつᐃせᅉࡢືྥࠖ
4.ఀ⸨ 㝧୍㸦ᮾ໭࣭㛵ᮾᨭ㒊㸧 ࠕᛶⓗᣦྥ࣭ᛶⓗ⮬ㄆ㸦SOGI㸧ࡢᨻᗓ⤫ィㄪᰝ࡛ࡢྲྀࡾୖࡆࠖ
ࢭࢵࢩࣙࣥ B:୍⯡ሗ࿌ᗙ㛗:㕥ᮌ 㞝኱㸦໭ᾏᏛᅬ኱Ꮫ㸧1.㧗㒊 ໏㸦❧ṇ኱Ꮫ㸧 ࠕබⓗ⤫ィ࣑ࢡࣟࢹ࣮ࢱࡢ฼ά⏝᥎㐍࡟㈨ࡍࡿ␲ఝࢹ࣮ࢱά⏝ࡢྍ⬟ᛶࠖ
2.Ḉ஭ ᬛ❶㸦⥲ົ┬㸧 ࠕẸ㛫ࢹ࣮ࢱࢆά⏝ࡋࡓ⥲ᾘ㈝ືྥᣦᩘࡢ⤖ᯝࡢᨵၿ࡟ࡘ࠸࡚ࠖ
3.ᶓ⁁ ⚽ጞ*㸦⥲ົ┬㸧࣭ఀ⸨ఙ௓㸦୰ኸ኱Ꮫ㸧 ࠕ஦ᴗᡤ࣭௻ᴗ⣔ࡢ࣑ࢡࣟࢹ࣮ࢱ࡟࠾ࡅࡿ༏ྡ໬ᥐ
⨨ࡢ᭷ຠᛶࡢホ౯ࠖ
4.㧗ᶫ ᑗᐅ㸦㛗ᓮ኱Ꮫ㸧 ࠕእࢀ್ࢆྵࡴ⤒῭ࢹ࣮ࢱ࡟࠾ࡅࡿḞ ್ࡢ௦ධฎ⌮ࠖࢭࢵࢩࣙࣥ C:≉ูㅮ₇㸦Ꮫ఍ᮏ㒊௻⏬㸧ࢥ࣮ࢹ࢕ࢿ࣮ࢱ:඲ᅜࣉࣟࢢ࣒ࣛጤဨ఍ ᗙ㛗:Ỉ㔝㇂ Ṋᚿ㸦໭ᾏᏛᅬ኱Ꮫ㸧ᑠᒣ 㞞அ㸦ᮐᖠ་⛉኱Ꮫ㸧௚ ࠕᮐᖠᕷࡢ᪂ᆺࢥࣟࢼ࢘࢖ࣝࢫឤᰁ⑕ᑐ⟇࡜ GIS ࡢά⏝ࠖࢭࢵࢩࣙࣥ D:௻⏬ࢭࢵࢩࣙࣥࠕᆅᇦࡢㅖㄢ㢟࡜ㄪᰝ࣭⤫ィศᯒ(1)ࠖ
ࢥ࣮ࢹ࢕ࢿ࣮ࢱ࣭ᗙ㛗:⳥ᆅ 㐍(ᮾ໭࣭㛵ᮾᨭ㒊)
1.୸ᒣ ὒᖹ㸦ᮐᖠᕷ❧኱Ꮫ㸧 ࠕᆅᇦᣦᶆࡢᐈほⓗゎ㔘࡟㛵ࡍࡿ୍⪃ᐹɆᆅᇦูࣛࣥ࢟ࣥࢢࡢᢈุⓗ᳨ウࢆ㏻ࡋ࡚ࠖ
2.ᆏᮏ ᠇᫛㸦ἲᨻ኱Ꮫ㸧 ࠕ⮬ື㌴ᡤ᭷ྎᩘ࠿ࡽࡳࡓ SS 㐣␯ᆅ࡟㛵ࡍࡿ⪃ᐹࠖ
3.ⰱ㇂ ᜏ᠇㸦රᗜ┴❧኱Ꮫ㸧 ࠕරᗜ┴࡟࠾ࡅࡿᆅᇦࢹ࣮ࢱࢆ⏝࠸ࡓᨻ⟇ㄢ㢟ศᯒࡢ஦౛࡜ㄢ㢟ࠖࢭࢵࢩࣙࣥ E:௻⏬ࢭࢵࢩࣙࣥ ࠕ2025 ᖺᡂ❧ࡢᅜẸ⤒῭ィ⟬࣭ᅜ㝿཰ᨭ⤫ィ࿘㎶ࡢㄢ㢟ࠖࢥ࣮ࢹ࢕ࢿ࣮ࢱ:Ḉᮏ ೺㸦❧ᩍ኱Ꮫ㸧 ᗙ㛗:ᑠᕝ 㞞ᘯ㸦኱㜰⤒῭኱Ꮫ㸧
1.ⴗ㔝 ぬ㸦ෆ㛶ᗓ㸧 ࠕᅜ㝿ࢧ࣮ࣅࢫ౪⤥ࡢ࣮ࣔࢻูศ㢮࡟ࡘ࠸࡚ɆᾏእᏊ఍♫ࡢάືࡸ௜ຍ౯್㈠᫆
ᣦᶆࢆྵࡴໟᣓⓗ࡞ࢧ࣮ࣅࢫࡢᢕᥱࠖ
2.Ḉᮏ ೺㸦❧ᩍ኱Ꮫ㸧 ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖ
3.ᮤ ₩㸦ᇸ⋢኱Ꮫ㸧 ࠕSNA ࡜ MPS ࡟࠾ࡅࡿᅛᐃ㈨ᮏࡢྲྀᢅ࡟㛵ࡍࡿ୍⪃ᐹࠖ
10 ᭶ 17 ᪥㸦᪥㸧ࢭࢵࢩࣙࣥ F:௻⏬ࢭࢵࢩࣙࣥ ࠕ᪥ᮏࡢ⤫ィྐࢆ⪃࠼ࡿࠖࢥ࣮ࢹ࢕ࢿ࣮ࢱ࣭ᑠᯘⰋ⾜㸦⥲ົ┬㸧 ᗙ㛗:ᒣཱྀ ᖾ୕㸦⥲ົ┬㸧
1.ୖ⸨ ୍㑻㸦㟼ᒸ኱Ꮫ㸧 ࠕA. Quetelet ࡢேయ ᐃᏛ࡜ᩘ⌮⤫ィᏛࠖ
2.ᘅᔱ Ύᚿ㸦ᮾ໭࣭㛵ᮾᨭ㒊㸧 ࠕ୓ᅜ⤫ィබ఍ࡢேཱྀㄪᰝീࠖ
3.బ⸨ ṇᗈ㸦ᮾிእᅜㄒ኱Ꮫ㸧 ࠕ⣖ඖ 2000 ᖺ࡜ᅜໃㄪᰝɆ᫛࿴ 14 ᖺ⮫᫬ᅜໃㄪᰝ࡟ࡘ࠸࡚ࠖ
4.ఀⰋⓙ ༓ኟ㸦୍ᶫ኱Ꮫ㸧 ࠕ⡿ᅜ⤫἞ୗࡢἈ⦖࡟࠾ࡅࡿ⤫ィㄪᰝࠖࢭࢵࢩࣙࣥ G:୍⯡ሗ࿌ᗙ㛗:ᒣཱྀ ⛅⩏㸦஑ᕞᅜ㝿኱Ꮫ㸧
1.LI Yapeng㸦❧࿨㤋኱Ꮫ㸧 ࠕύỤ┬࡜ᒣᮾ┬࡟࠾ࡅࡿ㒔ᕷ࣭㎰ᮧ㛫ᡤᚓ᱁ᕪࡢศᯒɆ✵㛫ࣃࢿࣝࢹ࣮ࢱࣔࢹࣝࡢ㐺⏝࠿ࡽࠖ
2.Ἠ ᘯᚿ*㸦㛵すᨭ㒊㸧࣭ᡝ Ⰿፍ㸦ᗈᮾእㄒእ㈠኱Ꮫ㸧࣭ᮤ ₩㸦ᇸ⋢኱Ꮫ㸧 ࠕᅜ㝿⏘ᴗ㐃㛵⾲࡟ࡼࡿ๫వ౯್⋡ࡢᅜ㝿ẚ㍑Ɇᅜ㝿౯್ࡢ⌮ㄽࢆ㋃ࡲ࠼࡚ࠖ
3.ᰩཎ ⏤⣖Ꮚ*㸦❧࿨㤋኱Ꮫ㸧࣭ᆏ⏣ ᖾ⦾㸦୰ኸ኱Ꮫ㸧 ࠕ㤳㒔ᅪ㏆㑹࡟࠾ࡅࡿ⫋ఫศᕸࡢィ Ɇࣃ࣮ࢯࣥࢺࣜࢵࣉㄪᰝࢆ฼⏝ࡋ࡚ࠖ
4.ᮌୗ ⱥ㞝㸦኱㜰⤒῭኱Ꮫ㸧 ࠕ⏘ᴗู࡟ࡳࡿሙྜࡢ㞠⏝๰ฟせᅉࠖࢭࢵࢩࣙࣥ H:୍⯡ሗ࿌ᗙ㛗:୰ᩜ㡿 Ꮥ⬟㸦⇃ᮏᏛᅬ኱Ꮫ㸧1.ᙇ ༡㸦ᗈᓥಟ㐨኱Ꮫ㸧 ࠕᅜ㝿㈨㔠ᚠ⎔࡜㔠⼥ࢿࢵࢺ࣮࣡ࢡศᯒࠖ
2.ᾆἑ ⪽ኈ㸦⚄ዉᕝ኱Ꮫ㸧 ࠕGDP ࢼ࢘࢟ࣕࢫࢸ࢕ࣥࢢ:ᡂᯝ࡜ㄢ㢟ࠖ㹙㈨ᩱ㹛ᨻᗓ⤫ィ㒊఍࢜ࣥࣛ࢖ࣥฟᙇሗ࿌ (19)3.ℊᮏ ㈼஧*㸦ᯇᒣ኱Ꮫ㸧࣭஭ⲡ ๛㸦ᯇᒣ኱Ꮫ㸧 ࠕឡ፾┴࡟࠾ࡅࡿほගᾘ㈝ࡢ⤒῭ຠᯝ࡜ㄢ㢟ࠖ
4.㛗⃝ ඞ㔜*㸦❧࿨㤋኱Ꮫ㸧࣭ụ⏣ ఙ㸦❧࿨㤋኱Ꮫ㸧 ࠕ㟁Ꮚၟྲྀᘬ㸦ec㸧⤫ィ࡜࢔࣐ࢰࣥࡢࣃࣛࢻࢡ
ࢫࠖࢭࢵࢩࣙࣥ I:௻⏬ࢭࢵࢩࣙࣥ㸦ປാ⤫ィ◊✲㒊఍௻⏬㸧ࠕປാ࣭⏕ά࣭⚟♴ၥ㢟࡜⤫ィࠖࢥ࣮ࢹ࢕ࢿ࣮ࢱ࣭ᗙ㛗:ᮧୖ 㞞ಇ㸦㜰༡኱Ꮫ㸧
1.ఀ⸨ 㝧୍㸦ᮾ໭࣭㛵ᮾᨭ㒊㸧 ࠕCOVID-19 ࡢᙳ㡪ୗࡢ SDG ┠ᶆ 8.1 ᣦᶆࡢ෌᳨ウࠖ
2.ᮧୖ 㞞ಇ㸦㜰༡኱Ꮫ㸧 ࠕാࡁ᪉ࡢ⤌ࡳྜࢃࡏ࡛ぢࡿ࣮࣡࢟ࣥࢢࣉ࢔Ɇୡᖏ㢮ᆺ࡟╔┠ࡋ࡚ࠖ
3.⚟ᓥ ฼ኵ㸦ᮾ໭࣭㛵ᮾᨭ㒊㸧 ࠕ᪥ᮏᆺ⏕άᵝᘧࡢኚ໬࡜᭱ప㈤㔠ไࠖ
4.๽ ὒ㸦⤒῭⏘ᴗ◊✲ᡤ㸧 ࠕ௻ᴗᖺ㱋,௻ᴗつᶍ࡜㞠⏝Ɇ᪥ᮏࡢࢹ࣮ࢱ࡟ᇶ࡙ࡃศᯒࠖ
ࢭࢵࢩࣙࣥ J:௻⏬ࢭࢵࢩࣙࣥ ࠕᆅᇦࡢㅖㄢ㢟࡜ㄪᰝ࣭⤫ィศᯒ㸦2㸧ࠖࢥ࣮ࢹ࢕ࢿ࣮ࢱ࣭ᗙ㛗:⳥ᆅ 㐍㸦ᮾ໭࣭㛵ᮾᨭ㒊㸧
1.すෆ ள⣖*㸦⤫ィ᝟ሗ◊✲㛤Ⓨࢭࣥࢱ࣮㸧࣭᪂஭ 㑳Ꮚ㸦⤫ィ᝟ሗ◊✲㛤Ⓨࢭࣥࢱ࣮㸧࣭ⲡⷷ ಙ↷㸦኱㜰⤒῭኱Ꮫ㸧 ࠕ㛵すᅜ㝿✵ ࡜୰㒊ᅜ㝿✵ ࡢ❧ᆅࡀࡶࡓࡽࡋࡓேཱྀᵓ㐀ࡢኚ໬Ɇᆅᇦ࣓ࢵࢩࣗ⤫ィ࡟ࡼࡿᖺ㱋 3 ༊ศேཱྀࡢศᯒࠖ
2.ᑠす ⣧㸦⤫ィ᝟ሗ◊✲㛤Ⓨࢭࣥࢱ࣮㸧 ࠕ▱㆑⏘ᴗ㞟✚ᆅᇦ࡟࠾ࡅࡿ⏘ᴗ୰ศ㢮ูᚑᴗ⪅ᩘ࡟ࡼࡿ୺ᡂศศᯒࠖ
3.኱஭ 㐩㞝㸦❧ṇ኱Ꮫ㸧 ࠕࢱ࢖ࣝᣦᩘ࡟ࡼࡿほගᆅࡢேὶࢹ࣮ࢱࡢኚ᭦せᅉศᯒࠖ㸦*㸸Ⓩቭ⪅㸧

2㸬ࢭࢵࢩࣙࣥ㹀ࡢᴫせ࣭␲ఝ࣑ࢡࣟࢹ࣮ࢱ ⤫ィἲࡢᨵṇ࡟ࡼࡾබⓗ⤫ィࡢ 2 ḟⓗ฼⏝ࡀᏛ⾡࣭ᩍ⫱㠃࡛᥎ዡࡉࢀࡓ㸬␲ఝ࣑ࢡࣟࢹ
࣮ࢱࡣከࡃ◊✲⪅ࡀ฼⏝ࡍࡿⅬ࠿ࡽ㧗࠸⛎༏ᛶࢆಖᣢࡍࡿᚲせࡀ࠶ࡿࡓࡵ㸪ࡑࡢỗ⏝ⓗ࡞సᡂ᪉ἲࡣ☜❧ࡉࢀ࡚࠸࡞࠸㸬ἲᨵṇᚋ࡟࠾࠸࡚ࡶ㸪᪤Ꮡࡢ࣑ࢡࣟࢹ࣮ࢱ࠿ࡽ┤᥋ⓗ࡟ࣞࢥ࣮ࢻ༢఩ࡢࢹ࣮ࢱࢆసᡂࡍࡿࡇ࡜ࡣㄆࡵࡽࢀ࡚࠸࡞࠸㸬㧗㒊ሗ࿌࡛ࡣ㸪Synthetic Dataࡢ⪃࠼࡟ᇶ࡙࠸࡚㸪␲ఝ࣑ࢡࣟࢹ࣮ࢱࢆసᡂࡍࡿᡭἲࢆ᳨ウࡋࡓ㸬Synthetic Data ࡜ࡣ㸪ᵝࠎ࡞ィ㔞ศᯒ࡟฼⏝ࡉࢀࡿࡇ࡜ࢆ᝿ᐃࡋ࡚㸪ඖࡢࢹ࣮ࢱࡢᣢࡘᵝࠎ࡞ᵓ㐀ࢆ࡛ࡁࡿ㝈ࡾಖᣢࡋࡓᙧ࡛సᡂࡉࢀࡓேᕤⓗ࣭␲ఝⓗ࡞ࣞࢥ࣮ࢻ༢఩ࡢࢹ࣮ࢱ࡛࠶ࡾ㸪୍⯡࡬ࡢබ㛤࣭฼⏝ࢆ᝿ᐃࡋࡓࡶࡢ࡛࠶ࡿ㸬ᐇ㝿࡟㸪ᐇࢹ࣮ࢱ㸦7558 ࣞࢥ࣮ࢻࡢ௻ᴗࢹ࣮ࢱ㸧ࢆ⏝࠸࡚㸪Ḟⴠࡉࡏࡓኚᩘࢆ㸪ከኚᩘṇつ஘ᩘࢆ௜ຍࡋࡓ࠺࠼࡛᚟ඖࡋ㸪␲ఝ࣑ࢡࣟࢹ࣮ࢱࢆసᡂࡋ
ࡓ㸬⌧⾜ࡢไᗘୖ࡛␲ఝ࣑ࢡࣟࢹ࣮ࢱࢆసᡂࡍࡿࡇ࡜࡟ࡣᡂຌࡋࡓ㸬ࡋ࠿ࡋ㸪஘ᩘࢆ⏝࠸࡚ࡶඖࢹ࣮ࢱ࡟㏆࠸ࢹ࣮ࢱࡸ୍⮴ࡋࡓࢹ࣮ࢱࡀᏑᅾࡍࡿࡓࡵ㸪௒ᚋࡣࡇࡢⅬࡢゎỴࡀㄢ㢟࡛࠶ࡿ㸬ࡲࡓ㸪௒ᅇࡣၟ⏝ࢹ࣮ࢱ࡟ᇶ࡙ࡃ኎ୖ㧗ࡢ␲ఝࢹ࣮ࢱࢆసᡂࡋࡓࡀ㸪ୡᖏࢹ࣮ࢱ
࡬ࡢ Synthetic Data ࡢ฼⏝ᣑ኱ࡶ᳨ドࡉࢀࡿᚲせࡀ࠶ࡿ㸬 ᶓ⁁ሗ࿌ࡣ㸪༏ྡ໬ࡋࡓ࣑ࢡࣟࢹ࣮ࢱࡢ᭷⏝ᛶࡢᐃ㔞ⓗ࡞ホ౯ࢆ⾜ࡗࡓ㸬ࡲࡎ㸪ࣜࢥ࣮ࢹ࢕ࣥࢢࡢᡭἲࢆ⏝࠸࡚࠸ࡿ⤒῭ࢭࣥࢧࢫ-άືㄪᰝࢆ౛࡟ R-U ࣐ࢵࣉࢆ⏝࠸࡚㸪ᐇ㝿࡟⛎༏ᛶࡀቑ኱ࡍࡿ࡯࡝᭷⏝ᛶࡀపୗࡍࡿࢺ࣮ࣞࢻ࢜ࣇࡢ㛵ಀ࡟࠶ࡿࡇ࡜ࢆ♧ࡋ㸪㠀ᨩ஘ⓗᡭἲࡔࡅ࡛࡞ࡃ㸪ᨩ஘ⓗᡭἲࢆ⏝࠸ࡿᚲせᛶࢆ♧၀ࡋࡓ㸬ḟ࡟㸪༏ྡ໬࣑ࢡࣟࢹ࣮ࢱࡢస
ᡂ࡟࠶ࡓࡗ࡚㸪㟢ぢࣜࢫࢡࡢ⛬ᗘࡀ㧗࠸஦ᴗᡤࡢ≉ᛶࢆᢕᥱࡍࡿࡇ࡜ࡀồࡵࡽࢀࡿࡇ࡜ࢆ
㋃ࡲ࠼㸪⌧㔠⤥୚ྜィ㝵⣭༊ศࡢࣜࢫࢡᗘࡢ㧗࠸஦ᴗᡤᩘࡢ๭ྜࢆᅗ♧ࡍࡿࡇ࡜࡛ẚ㍑࣭
᳨ウࢆ⾜ࡗࡓ㸬ࡇࡢ⤖ᯝ࠿ࡽ㸪⌧㔠⤥୚ྜィࡀ 300 ୓㹼10 ൨෇ࡢ༊ศࡢ஦ᴗᡤ࡟࠾࠸࡚㟢ぢࣜࢫࢡࡀపࡃ࡞ࡿࡇ࡜ࡀ♧ࡉࢀ㸪300 ୓෇ᮍ‶ࡢᑠつᶍ஦ᴗᡤ㸪10 ൨෇௨ୖࡢ኱つᶍ஦ᴗᡤ࡟࠾࠸࡚㟢ぢࣜࢫࢡࡀ㧗ࡃ࡞ࡿࡇ࡜ࡀ♧ࡉࢀࡓ㸬ࡲࡓᶓ⁁ࡣ㸪ࡇࡢ◊✲࠿ࡽ㸪஦ᴗᡤ࣭௻ᴗ⣔ࡢࢹ࣮ࢱ≉᭷ࡢṍࡳࢆᣢࡘศᕸ≉ᛶࡸ≉␗್ࡢᏑᅾࢆ⪃៖ࡍࡿᚲせᛶࢆᙉㄪࡋ㸪࣑ࢡࣟ࢔ࢢࣜࢤ࣮ࢩࣙࣥ➼ࡢᨩ஘ⓗᡭἲࡢ㐺⏝ྍ⬟ᛶࢆ♧၀ࡍࡿ࡜ྠ᫬࡟㸪ୡᖏேཱྀ⣔ࡢࢹ࣮ࢱ࡟࠾࠸࡚ࡶྠᵝࡢᡭἲࡀ᭷ຠ࡛࠶ࡿ࡜ࡋࡓ㸬

(20) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ࣭᫬㛫ⓗࣛࢢࡢゎᾘḈ஭ሗ࿌ࡣ㸪⥲ᾘ㈝ືྥᣦᩘ㸦CTI ࣐ࢡࣟ㸧࡟࠾࠸࡚㸪ࢧ࣮ࣅࢫ⤫ィ㸦ࢧ࣮ࣅࢫ⏘ᴗືྥㄪᰝࡢࢧ࣮ࣅࢫ⏘ᴗィཬࡧ㸪➨ 3 ḟ⏘ᴗάືᣦᩘࡢᗈ⩏ᑐಶேࢧ࣮ࣅࢫ㸧ࡀㄪᰝࡢ⩣ࠎ᭶࡟⤖ᯝࡀබ⾲ࡉࢀࡿࡓࡵ㸪┤㏆ࡢືྥࢆ CTI ࣐ࢡࣟ࡟༑ศ࡟ྲྀࡾ㎸ࡴࡇ࡜ࡀ࡛ࡁࡎ㸪ࡲࡓྲྀࡾ㎸ࢇࡔ㝿ࡢᨵᐃᖜࡀ኱ࡁࡃ࡞ࡿࡇ࡜ࡀ࠶ࡿ࡜ࡋ㸪ࢡࣞࢪࢵࢺ࣮࢝ࢻ᝟ሗ➼࠿ࡽ CTI
࣐ࢡࣟࢆ᥎ᐃࡍࡿᡭἲ࡟ࡘ࠸᳨࡚ウࡋࡓ㸬᥎ᐃ್ࡣ᪤Ꮡࡢ CTI ࣐ࢡࣟࡼࡾࡶᨵᐃᖜࡀᑠࡉ
࠸࡜࠸࠺⤖ᯝࡀฟࡓࡀ㸪᥎ᐃࣔࢹࣝࡀ」ᩘࣃࢱ࣮ࣥᏑᅾࡋ᭱㐺࡞ࣔࢹࣝࡢ㑅ᐃࡣᘬࡁ⥆ࡁ᳨ドࡀᚲせ࡛࠶ࡿࡇ࡜ࡀ♧ࡉࢀࡓ㸬
3㸬ࢭࢵࢩࣙࣥ㹁 ᑠᒣࡽࡢሗ࿌ࡣ᪂ᆺࢥࣟࢼ࢘࢖ࣝࢫឤᰁ⑕ࡢᣑ኱ࡀẚ㍑ⓗ῝้໬ࡋࡓᮐᖠ࡟࠾࠸࡚㸪ᙼࡽࡢ㛤Ⓨࡋࡓ೺ᗣほᐹࢩࢫࢸ࣒ࠕࡇࡧࡲࡿࠖࡢ㛤Ⓨ⤒⦋࡟ࡘ࠸࡚⤂௓ࡋࡓ㸬᪂ᆺࢥࣟࢼ࢘
࢖ࣝࢫឤᰁ⑕࡟㝿ࡋ࡚ࡲࡎၥ㢟どࡉࢀࡓࡢࡀ㸪೺ᗣほᐹࢆேᾏᡓ⾡࡛⾜ࡗ࡚࠸ࡓࡇ࡜࡛࠶
ࡿ㸬ࡇࢀ࡟ࡼࡾከࡃࡢ་⒪ᚑ஦⪅ࡀ⑂ᘢࡋࡓ㸬ࡇࡇ࡛㸪ArcGIS ࡜ Survey1-2-3 ࡟ࡼࡿᆅ⌮ⓗ᝟ሗ࡜་⒪᝟ሗࢆ⤫ྜࡋࡓࡇ࡜࡟ࡼࡾ㸪ᮐᖠࡢࣂ࣮ࢳࣕࣝ࣋ࢵࢻࡀసᡂࡉࢀ㸪་⒪ᚑ
஦⪅ࡢ㈇ᢸࡀ㍍ῶࡉࢀࡓ㸬ሗ࿌࡛ࡣࡇࡧࡲࡿࡢࢫࣆ࣮ࢹ࢕࡞㛤Ⓨ࠿ࡽ ArcGIS ࡢ༠ᴗྍ⬟ᛶࢆ♧ࡋ㸪࢚ࣥࢻ࣮ࣘࢨ࣮ࢥࣥࣆ࣮ࣗࢸ࢕ࣥࢢࡢྍ⬟ᛶ࡟ࡘ࠸࡚ゝཬࡋࡓ㸬
4㸬ࢭࢵࢩࣙࣥ D ࢭࢵࢩࣙࣥ D ࡛ࡣࡑࢀࡒࢀࡢ┴࡞࠸ࡋᆅᇦ༢఩ࡢศᯒࢆ⾜ࡗ࡚࠸ࡿ㸬 ୸ᒣࡣ᪥ᮏ⥲ྜ◊✲ᡤ࡟ࡼࡿࠕ඲ 47 㒔㐨ᗓ┴ᖾ⚟ᗘࣛࣥ࢟ࣥࢢࠖࢆࡣࡌࡵ࡜ࡋࡓ㸪බⓗ⤫ィ࠿ࡽ⟬ฟࡉࢀࡿᆅᇦูࡢᣦᶆ⩌㸦௨ୗ㸪ᆅᇦᣦᶆ㸧࡟ᇶ࡙ࡃᆅᇦࡢホ౯࣭ẚ㍑࡟ࡘ࠸
࡚㸪᠜␲ⓗ࡞ぢ᪉ࢆ♧ࡍ࡜ྠ᫬࡟㸪୺࡟ேཱྀ⛣ື࡟ᇶ࡙ࡃᆅᇦᣦᶆࡢᶍ⣴ࢆ⾜ࡗࡓ㸬 ᆏᮏࡣ㸪ࢧ࣮ࣅࢫ࣭ࢫࢸ࣮ࢩࣙࣥ㸦௨ୗ SS㸸Service Station㸧ࡀῶᑡഴྥ࡛࠶ࡿࡇ࡜ࢆ
ᣲࡆࡓ㸬ຍ࠼࡚㸪ᑐ⅏ᐖᣐⅬ࡜ࡋ࡚ࡢ SS ࡢᚲせᛶࢆ୺ᙇࡍࡿ㸬ࡇࡢୖ࡛ྛᆅᇦ࡟࡝ࡢ⛬ᗘࡢ SS ࡀᏑᅾࡍ࡭ࡁ࠿㸪⮬ື㌴ಖ᭷ྎᩘ࡜ྍఫᆅ㠃✚࠿ࡽࣔࢹࣝࢆసᡂ࣭᥎ィࡋࡓ㸬᥎ィࡢ⤖ᯝ㸪㛵ᮾᅪ࡟࠾ࡅࡿ SS 㐣␯ᆅ࡜ࡋ࡚ྲྀࡾୖࡆࡽࢀࡿࡢࡣ㸪⯪ᶫᕷ㸪ᕷᕝᕷ㸪బ಴ᕷ㸪ᡃᏞᏊᕷ㸦࠸ࡎࢀࡶ༓ⴥ┴㸧ࠊ࠾ࡼࡧᮾி㒔ᗓ୰ᕷ࡛࠶ࡿࡇ࡜ࡀ♧ࡉࢀ㸪ࡇࢀࡽࡢᆅ
ᇦࡣ SS ⥔ᣢࡢࡓࡵ࡟ᆅ᪉⾜ᨻࡢ୺యⓗ࡞⾜ືࡀᚲせ࡛࠶ࡿ࡜⤖ㄽ࡙ࡅࡓ㸬 ⰱ㇂ࡣ㸪රᗜ┴࡟࠾ࡅࡿᆅᇦ⤒῭⤫ィࡢᩚഛ࡟㛵ࡋ࡚ሗ࿌ࡋࡓ㸬ⰱ㇂ࡣ㸪ᕷ⏫ࢹ࣮ࢱ➼ᆅᇦ༢఩ࡢࢹ࣮ࢱࡣ㸪඲ᅜ༢఩࡜ẚ࡭᭶ḟࡸᖺḟูࡢ⤫ィࡀᑡ࡞ࡃ㸪ࢹ࣮ࢱ฼⏝࡟ไ⣙ࡀ࠶ࡿࡇ࡜ࢆᣦ᦬ࡋ㸪ᆅᇦ⤫ィࡢᚲせᛶࢆ୺ᙇࡋࡓ㸬ࡲࡓ㸪ᆅᇦࢹ࣮ࢱࢆ฼⏝ࡍࡿ࡟࠶ࡓࡗ
࡚㸪㐣ཤࡢ⤒㦂࡟ᕥྑࡉࢀࡸࡍ࠸ཷࡅᡭ࡟ᑐࡋ㸪ࢹ࣮ࢱ࠿ࡽᚓࡽࢀࡓ᝟ሗࢆṇ☜࡟ఏ࠼ࡽࢀࡿ࠿ࡀ㔜኱࡞ㄢ㢟࡛࠶ࡿ࡜ࡋࡓ㸬
5㸬ࢭࢵࢩࣙࣥ F
 ࢭࢵࢩࣙࣥ F ࡛ࡣ⤒῭⤫ィࡢṔྐ◊✲ࡢᡂᯝ࡟ࡘ࠸࡚ࡢሗ࿌ࡀ⾜ࢃࢀࡓ㸬 ୖ⸨ࡣࢣࢺ࣮ࣞࡀᩘ⌮⤫ィᏛ࡟୚࠼ࡓᙳ㡪࡟ࡘ࠸࡚ㄽࡌࡓ㸬ࢣࢺ࣮ࣞࡢேయ

ᐃᏛࡣ࠶ࡃࡲ࡛ྂ඾ⓗ࡞ࢻ࢖ࢶὶࡢ⤫ィᏛ࡛࠶ࡗࡓࡇ࡜ࢆ㋃ࡲ࠼ࡓ࠺࠼࡛㸪࢖ࢠࣜࢫᩘ⌮⤫ィᏛࡢ⣲ᆅࢆ⠏࠸ࡓࡇ࡜ࡀࢣࢺ࣮ࣞࡢຌ⦼࡛࠶ࡗࡓ࡜୺ᙇࡋࡓ㸬ࡲࡓ㸪᪥ᮏ࡟࠾࠸࡚ࡇࡢᩘ⌮⤫ィᏛࡀ᭱ึ࡟ᑟධࡉࢀࡓࡢࡣ㸪⤫ィᏛ࡛ࡣ࡞ࡃᚰ⌮Ꮫࡸே㢮㑇ఏᏛ࡟࠾࠸࡚࡛࠶ࡗࡓࡇ࡜

㹙㈨ᩱ㹛ᨻᗓ⤫ィ㒊఍࢜ࣥࣛ࢖ࣥฟᙇሗ࿌ (21)࡟ゝཬࡋ㸪ࡑࡢ⤒⦋ࡀ࢖ࢠࣜࢫᩘ⌮⤫ィᏛࡢ⤒⦋࡜㓞ఝࡍࡿࡇ࡜ࢆୖ⸨ࡣ♧ࡋ࡚࠸ࡿ㸬 ᘅᔱࡣ୓ᅜ⤫ィබ఍࡟࠾ࡅࡿேཱྀ⤫ィ࠾ࡼࡧேཱྀࢭࣥࢧࢫ࡟ࡘ࠸࡚ࡢぢゎࢆࡑࡢỴ㆟࠿ࡽ᳨ウࡋࡓ㸬ࡲࡎ㸪ྂ௦ࡢேཱྀࢭࣥࢧࢫࡀேࠎࡢ฼┈ࡢࡓࡵ࡛ࡣ࡞ࡃ㸪⣡⛯㸪ᚩර㸪ᙉไປാࡢ㐩ᡂࢆ┠ⓗ࡜ࡋ࡚⾜ࢃࢀࡓࡢ࡟ᑐࡋ㸪㏆௦ࢭࣥࢧࢫࡀ♫఍ᵓ㐀ࡢኚ໬ࡢ᫂♧໬ࢆ┠ⓗ࡜ࡋ࡚⾜ࢃࢀࡓࡇ࡜࡟ゝཬࡋࡓ㸬ḟ࡟㸪ྛᅇࡢ୓ᅜ⤫ィබ఍࡟ࡘ࠸࡚ゝཬࡋ㸪➨ 1 ᅇ࡟ูࡢ㡯┠࡜࡞ࡗ࡚࠸ࡓேཱྀࢭࣥࢧࢫ࡜ேཱྀⓏ㘓ࡀ㸪ࡑࡢᚋ⤫ྜࡉࢀ㸪➨ 4 ᅇࡢேཱྀࢭࣥࢧ
ࢫࡢ୰࡟ேཱྀⓏ㘓ࡀྵࡲࢀ࡚࠸ࡓࡇ࡜ࢆ㏙࡭ࡓ㸬ྠ᫬࡟㸪ㄪᰝࡢᑐ㇟࡜ࡍࡿேཱྀࡢ✀㢮ࡀ
2 ✀࠿ࡽ 3 ✀࡟࡞ࡗࡓࡇ࡜㸪஦ᐇேཱྀࡢㄪᰝ᫬Ⅼࡀ୍ᖺ࠿ࡽ୍᪥㸪ࡉࡽ࡟᫬㛫࡜࡞ࡾ㸪ヂㄒࡶ᭱⤊ⓗ࡟ࡣ⌧ᅾேཱྀ࡟࡞ࡗࡓࡇ࡜ࢆ㏙࡭ࡓ㸬ࡇࢀࡽࡣ⌮᝿୺⩏࡜ࡶ࠸࠼ࡿࡀ㸪ᘅᔱࡣḟࡢᅜ㝿⤫ィ༠఍ࡢ᫬௦࡟ྛᅜྠ᫬ᐇ᪋ࢆᥦ㉳ࡍࡿ࡟࠶ࡓࡾ㸪ᐇ᪋ྍ⬟ᛶࡢⅬ࠿ࡽᩚ⌮ࡉࢀ࡚࠸ࡃ࡜⪃࠼ࡽࢀࡿ㸪࡜୺ᙇࡋࡓ㸬 బ⸨ࡣ㸪ᡓ๓ࡢ⤫ィᏛ⪅ࡀᅜໃㄪᰝࢆ኱つᶍ໬ࡍࡿࡓࡵ࡟㸪࡝ࡢࡼ࠺࡟ᨻ⟇Ỵᐃ⪅ࢆㄝᚓࡋ㸪ᐇ᪋ࡋࡓࡢ࠿᫂ࡽ࠿࡟ࡍࡿࡇ࡜ࢆ┠ⓗ࡜ࡋ࡚㸪᫛࿴ 14 ᖺ⮫᫬ᅜໃㄪᰝࢆྲྀࡾୖࡆ
ࡓ㸬ࡲࡎ㸪኱ṇ 9㸦1920㸧ᖺ࡟⾜ࢃࢀࡓ➨ 1 ᅇᅜໃㄪᰝ࡛ࡣ㸪ࡑࡢㄪᰝࡢᡂຌࡢࡓࡵ࡟㸪ㄪᰝ㡯┠ࡀேཱྀᏛⓗ࡞ 8 㡯┠࡟㝈ࡽࢀ࡚࠸ࡓࡇ࡜ࢆᣲࡆ㸪኱つᶍ໬ࡢᚲせᛶ࡟ࡘ࠸࡚ㄽࡌ
ࡓ㸬ḟ࡟኱つᶍ໬࡟࠶ࡓࡾண⟬ࡢᣑᙇࢆ୺ᙇࡍࡿࡓࡵ࡟㸪㖠ᚋࡢ⤒῭ࡢᾘ㈝ᐇែㄪᰝ࡜࠸
࠺኱⩏ྡศࢆᣢࡕฟࡋࡓࡓࡵ㸪ᕤᴗㄪᰝࡀ⬺ⴠࡋࡓ࡜࠸࠺⤒⦋࡟ࡘ࠸࡚ㄝ᫂ࡋࡓ㸬ࡲࡓ㸪ࡑࡢㄪᰝᐇែ࡜ࡋ࡚㸪ㄪᰝᑐ㇟ࡀ㌟ෆ࡜ឤࡌࡿேࠎࢆㄪᰝဨ࡜ࡋ࡚ㄪᰝࢆᐇ᪋ࡍࡿࡇ࡜࡛㸪⤫ィࡢṇ☜ࡉࢆ࠶ࡿ⛬ᗘಖᣢࡋࡓࡇ࡜ࢆ㏙࡭ࡓ㸬 ௨ୖཧຍࡋ࡚㸪ሗ࿌ࢆぢᏛࡋࡓࢭࢵࢩࣙࣥ 4 ࡘࢆྲྀࡾୖࡆࡓ㸬ࢭࢵࢩࣙࣥࡢ㉁␲ࡸཧຍ
⪅ࡢ㞺ᅖẼࡣ㸪≉࡟ࢭࢵࢩࣙࣥ B㸪C ࡢࡼ࠺࡟ẚ㍑ⓗ᪂ࡋ࠸ศ㔝ࡸ᪂ᆺࢥࣟࢼྥࡅࡢ࢔ࣉ
ࣜ㛤Ⓨ࡛኱ኚ┒ࡾୖࡀࡗࡓ㸬≉࡟ C ࡛ྲྀࡾୖࡆࡽࢀࡓᮐᖠࡢࢩࢫࢸ࣒ࡣ᪂ᆺࢥࣟࢼࡢᝈ⪅ࡸᑐᛂ≧ἣࢆ GIS ࡛ྍど໬ࡋ࡚㸪ᆅᇦ࡛⥲ྜⓗ࡟ᑐฎࡋࡼ࠺࡜ࡍࡿࡶࡢ࡛㸪ྍど໬ࡢࢃ࠿ࡾࡸࡍࡉࡶఏࢃࡗ࡚ཧຍ⪅࠿ࡽ኱ኚዲホ࡛࠶ࡗࡓ㸬ϩ ࢭࢵࢩࣙࣥ E ࢢ࣮ࣟࣂࣜࢮ࣮ࢩࣙࣥ࡜ࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥ࡟ᑐࡍࡿ⤫ィ㛤Ⓨ1㸬ࢭࢵࢩࣙࣥ E ࡢᴫせ ࢭࢵࢩࣙࣥ E ࡣ 2025 ᖺࡢᅜẸ⤒῭ィ⟬㸪ᅜ㝿཰ᨭ⤫ィࡢᨵᐃ᱌࡟ྥࡅ࡚ᅜ㐃ࡸ OECD࡜࠸ࡗࡓᅜ㝿ᶵ㛵࡜୺せᅜࡀ⤫ィࣜࢯ࣮ࢫࢆഴࡅ᳨࡚ウࡋ࡚࠸ࡿෆᐜࢆᢅࡗࡓ㸬ⴗ㔝ሗ࿌ࡣࢢ࣮ࣟࣂࣜࢮ࣮ࢩࣙࣥ࡜ࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥ࡟㛵ࡍࡿᅜ㝿཰ᨭ⤫ィࡢ࣮ࣔࢻูศ㢮ࡢ㔜せᛶࢆㄝ᫂ࡋࡓ㸬ⴗ㔝ሗ࿌ࡣ௻ᴗάືᇶᮏㄪᰝ࡞࡝ࢆඖ࡟㸪⊂⮬࡟࣮ࣔࢻู
᥎ィࢆ⾜࠸㸪᪥ᮏࡢᅜ㝿཰ᨭࢹ࣮ࢱࢆ࣮ࣔࢻู࡟ศゎࡋẚ㍑ࡋࡓ㸬ࡲࡓ㸬▱ⓗ㈈⏘⏕⏘≀㸦IPP㸧➼౑⏝ᩱ࡜◊✲㛤Ⓨ㈝ࡢᩓᕸᅗࢆసᡂࡋ㸪୧⪅ࡀ㈇ࡢ㛵ಀ࡟࠶ࡿࡇ࡜ࢆ♧ࡋࡓ㸬ᮏ♫࡜ᨭ♫ࡢ㛵ಀ࡛㸪ᨭ♫ࡢ◊✲㛤Ⓨࢆᮏ♫ࡀᢸ࠺ࢣ࣮ࢫࡀ࠶ࡿࡇ࡜ࡀ♧၀ࡉࢀࡓ㸬Ḉᮏሗ࿌ࡣ㸪ࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥ࡟㛵ࡍࡿᅜ㝿఍ྜࢆཷࡅࡓࢧ࣮࣋࢖ࢆㄝ᫂ࡋࡓ㸬OECD ࡀࢹࢪࢱࣝ໬࡟ᑐࡍࡿᑐ⟇࡜ࡋ࡚ࢹࢪࢱࣝ SUT ࢆタィࡍࡿᵓ᝿ࢆ 2018 ᖺ࡟ᡴࡕฟ
ࡋ㸪୺せᅜࡢ㛤Ⓨ≧ἣࢆㄝ᫂ࡋࡓ㸬Ḉᮏ⮬㌟ࡣෆ㛶ᗓࡢ㠀ᖖ໅ࡢ◊✲༠ຊ⪅࡜ࡋ࡚ 2021 ᖺ࡟ G20 ࡟ࡼࡿ࣮࣡ࢡࢩࣙࢵࣉ㸪National Accounts ࡜୰ኸ㖟⾜ྥࡅࡢ OECD ఍ྜ࡟ཧຍ
ࡋ㸪◊✲≧ἣࢆࡲ࡜ࡵࡓ㸬

(22) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ ◊✲ࡢ᪉ྥᛶ࡜ࡋ࡚㸪ࢹࢪࢱࣝ໬ࢆィࡍࡿ࣐ࢡࣟ⤒῭ࡢࣉࣟࢪ࢙ࢡࢺࡣࢹࢪࢱࣝศ㔝ࢆ⥙⨶ࡋࡓࢧࢸࣛ࢖ࢺࡢ᥎ィࡀ㔜どࡉࢀ࡚࠸ࡿ㸬ᇶᮏⓗ࡟ࡣ◊✲࡜ࡣู࡟ࢧࢸࣛ࢖ࢺ຺ᐃ
࡜ࡋ࡚ྛᅜࡀ◊✲ࡍࡿ᪉ྥᛶࡀᡴࡕฟࡉࢀ࡚࠸ࡿ㸬ಶูศ㔝࡛ࡣ YouTube㸪Google ࡢࣇ࣮ࣜࢧ࣮ࣅࢫ࡜࠸ࡗࡓࢹࢪࢱࣝࣇ࣮ࣜࢧ࣮ࣅࢫ㸪ᬯྕ㈨⏘㸦௬᝿㏻㈌㸧ࢆ㈗㔜ရ࡜ࡋ࡚グ㘓ࡍࡿ࡜࠸ࡗࡓᑐᛂࡀồࡵࡽࢀࡿ㸬Ḉᮏ㸦2021㸧࡜ෆ㛶ᗓ⤒῭♫఍⥲ྜ◊✲ᡤ㸦2020㸧࡟ヲࡋ࠸㸬 ᮤሗ࿌ࡣ SNA ࡜ MPS ࡟࠾ࡅࡿᅛᐃ㈨ᮏࡢྲྀᢅࢆࢃ࠿ࡾࡸࡍࡃẚ㍑ࡋࡓሗ࿌࡛࠶ࡗࡓ㸬
MPS ࡣࠕ≀ⓗ⏕⏘≀య⣔ࠖ࡞࡝࡜࿧ࡤࢀࡿ㸬♫఍୺⩏ᅜ࡛౑ࢃࢀࡓ♫఍఍ィ࡛㸪⤒῭ᏛࡢṔྐࡸᴫᛕࡢኚ㑄ࢆぢࡿୖ࡛ཧ⪃࡟ࡉࢀࡿࡇ࡜ࡀ࠶ࡿ㸬ᪧ♫఍୺⩏ᅜ࡛ࡶ௒᪥࡛ࡣ౑⏝ࡉࢀ࡞࠸ࡓࡵ㸪ࡇࡢሗ࿌࡟ࡣ㉁␲࡛ᴟࡵ࡚ཝࡋ࠸ࢥ࣓ࣥࢺࡀᐤࡏࡽࢀ࡚࠸ࡓ㸬
2㸬࢜ࣥࣛ࢖ࣥᏛ఍ࢆయ㦂ࡋ࡚㹼ᅜ㝿఍ྜ࡬ࡢཧຍ࡜ไ⣙ࡇࡢฟᙇሗ࿌࠿ࡽࡣᑡࡋ⬺⥺ࡍࡿࡀ㸪⤒῭⤫ィᏛ఍඲ᅜ◊✲኱఍ࢭࢵࢩࣙࣥ E ࡢḈᮏሗ࿌࡛࠸ࡃࡘ࠿ཧຍࡋࡓᅜ㝿఍ྜ࡟ࡘ࠸࡚ࡶ⤂௓ࡋࡓ㸬2020 ᖺࡢ᪂ᆺࢥࣟࢼࡢၥ㢟ࢆཷࡅ࡚㸪ྛᅜࡢᅜ㝿⛣ືࡸࣟࢵࢡࢲ࢘ࣥᨻ⟇ࡢᙳ㡪࡛⤫ィసᡂࡢ⌧ሙ࡛ࡶ኱ࡁ࡞ᙳ㡪ࡀ♧ࡉࢀࡓ㸬
OECD ࡢࡼ࠺࡞ᅜ㝿ᶵ㛵ࡣࢸ࣮ࣞ࣡ࢡ࡬ࡢษࡾ᭰࠼ࢆవ൤࡞ࡃࡉࢀ㸪୺せᅜࡶከࡃࡀࣟࢵ
ࢡࢲ࡛࢘ࣥ௙஦ࡸ఍ྜࢆ࢜ࣥࣛ࢖ࣥ࡟ษࡾ᭰࠼ࡓ㸬2025 ᖺ࡟ᅜ㐃࡛ྍỴணᐃࡢ࠸ࡃࡘ࠿ࡢ
ᅜ㝿࣐ࢽࣗ࢔ࣝ࡬ࡢ᳨ウࡶᙳ㡪ࢆཷࡅ㸪࢜ࣥࣛ࢖࡛ࣥࡢ఍ྜࢆ⧞ࡾ㏉ࡋࡓ㸬
2021 ᖺࡣ㒊఍࣮ࣜࢲ࣮ࡢḈᮏࡀ௨ୗ 2 ࡘࡢᅜ㝿఍ྜ࡟ཧຍࡋ㸪ᾏእࡢࢧ࣮࣋࢖࡟ࡘ࠸࡚⤒῭⤫ィᏛ఍࡛ࡶ⤂௓ࡋࡓ㸬
2021 ᖺ 2 ᭶ 18 ᪥ࡢ G20 ࣮࣡ࢡࢩࣙࢵࣉ㸪MEASURING THE DIGITAL ECONOMY –DRAFT AGENDA FOR A VIRTUAL DETF WORKSHOP
2021 ᖺ 6 ᭶ 9 ᪥㸪Working Party on National Accounts: 5th meeting of the Informal
Advisory Group on measuring GDP in the Digital Economy࢜ࣥࣛ࢖ࣥᅜ㝿఍ྜ࡛ࡶၥ㢟࡟࡞ࡿࡢࡣ᪥ᮏ᫬㛫ࡀ㛤ദᅜ࡜኱ࡁࡃ㞳ࢀ࡚࠸ࡿ࡜࠸࠺ࡇ
࡜࡛࠶ࡿ㸬≉࡟໭⡿࡜ࡣ᫬㛫ࡀྜࢃ࡞࠸㸬Ḣᕞ࡜ࡣ᪥ᮏ᫬㛫ࡢኤ᪉࠿ࡽኪ࡛࠶ࢀࡤྜ࠺ࡓࡵ㸪῝ኪ఍ྜࢆ࡝࠺ࡍࡿࡢ࠿࡜࠸࠺ࡇ࡜ࡀከࡃࡢᶵ㛵ࡢᝎࡳ࡟࡞ࡗ࡚ࡁࡓ㸬᪥ᮏ࡟ࡣ࡞࠸
ኟ᫬㛫ࡢᏑᅾࡶ᫬ᕪࢆࢃ࠿ࡾ࡟ࡃࡃࡍࡿせᅉ࡜࡞ࡿ㸬Ḣᕞࡢᅜ㝿఍ྜࡣ㏻ᖖ⤊㟁ᚋࡢ῝ኪ᫬㛫ࡲ࡛⥆ࡃ㸬◊✲ᐊ࠿ࡽᐙ࡟ఱ᫬࡟ᖐࡿ࠿ࡶㄢ㢟࡜࡞ࡿ㸬஦๓࡟఍ྜࡢ஦ົᒁ࡟㏥ฟ᫬
㛫ࢆ࿌ࡆ࡚࠾࠸ࡓࡾ㸪᫬㛫ࡀ㛗ᘬࡃᜍࢀࢆ⪺࠸࡚⮫ᶵᛂኚ࡞ᑐᛂࢆྲྀࡿࡇ࡜ࡶ࠶ࡿ㸬
G20 ࡣ࠸ࢃࡺࡿ㈈ົ኱⮧୰ኸ㖟⾜⥲⿢ࡀฟᖍࡍࡿࡶࡢࡀ▱ࡽࢀࡿࡀ㸪OECD ࡢᖿ㒊ࡶฟᖍࡋࡓᑓ㛛ᐙ఍ྜࡶู࡟⾜ࢃࢀࡿ㸬ᑓ㛛ᐙ఍ྜࡣྛᅜᨻᗓᢸᙜ⪅ࡀཧຍࢆㄆࡵࡽࢀࡓ◊✲఍࡜࠸࠺఩⨨࡙ࡅ࡛࠶ࡿ㸬2021 ᖺࡣࢹࢪࢱࣝ໬㸪ࢹࢪࢱࣝ໬࡟ࡼࡿࢪ࢙ࣥࢲ࣮᱁ᕪ㸪AI
ࡢ♫఍࡬ࡢᾐ㏱࡜࠸ࡗࡓ㆟ㄽࡀ⾜ࢃࢀ࡚࠸ࡓ㸬࢜ࣥࣛ࢖ࣥࢩࢫࢸ࣒࡛ࡢ఍ྜࡣ஦๓࡟ࢺࣛࣈࣝࢆண

࡛ࡁ࡞࠸ࢣ࣮ࢫࡶᑡ࡞ࡃ࡞࠸㸬ࣉࣞࢮࣥࢱ࣮ࢆ 2 ேⓏ㘓ࡋ࡚ࡶ 1 ேࡋ࠿ᶵ఍ࢆ୚࠼ࡽࢀ࡞࠿ࡗࡓࡾ㸪ࡑࡢሙ࡛༶⯆࡛ไ⣙࡟ᑐᛂࡋ࡞࠸࡜࠸ࡅ࡞࠸ࢣ࣮ࢫࡶከࡃࡳࡽࢀࡿ㸬G20 ఍ྜࡢ୺ദᅜࡣ࢖ࢱࣜ࢔࡛࠶ࡗࡓ㸬஦๓࡟ࣉࣞࢮࣥࡢ㝿࡟ࢩࢫࢸ࣒ࢳ࢙ࢵࢡࡢᶵ఍ࡀ୚࠼ࡽࢀ㸪࢖ࢱࣜ࢔ࡢྖ఍⪅࠿ࡽ኱ኚ୎ᑀ
࡞ᛂᑐࡀ࠶ࡗࡓ㸬㹙㈨ᩱ㹛ᨻᗓ⤫ィ㒊఍࢜ࣥࣛ࢖ࣥฟᙇሗ࿌ (23)ࢩࢫࢸ࣒ୖࡢᑐᛂࡣㄡ࡟ఱࡢ㉁ၥࢆࡍࢀࡤ࠸࠸ࡢ࠿ࢃ࠿ࡽ࡞࠸ࡇ࡜ࡶከ࠸㸬Ḉᮏࡢሙྜ㸪ࡇࢀࡲ࡛ OECD ࡢ⫋ဨ㐩࡜ࡸࡾྲྀࡾࡢ⤒㦂ࡀ࠶ࡿࡓࡵ㸪ㄡ࡟ఱࢆၥ࠸ྜࢃࡏࡿ࠿ࡣࡑࢀ࡯
࡝ᅔࡿࡇ࡜ࡣ࡞࠿ࡗࡓࡀ㸪ၥ㢟ࡀ⏕ࡌ࡚ࡣࢩࢫࢸ࣒ᢸᙜ࡟ၥ࠸ྜࢃࡏࡿసᴗ⮬యࡣᯝ࡚ࡋ
࡞ࡃ⥆ࡃ㸬Ḉᮏࡢሙྜࡣෆ㛶ᗓ࠿ࡽ౫㢗ࢆཷࡅ࡚ᅜ㝿఍ྜ࡟ཧຍࡋ࡚࠸ࡓࡓࡵ㸪ሗ࿌㈨ᩱ
ࡢಟṇࡸㄝ᫂ࡢ⣽࠿࠸ᩥ⬦ࡢゞṇࡀከࡃ⏕ࡌࡓ㸬఍ྜ๓࡟ࡶ஦ົᒁ࡜ࡢⱥㄒࡢࡸࡾྲྀࡾࡀ
ከࡃ⏕ࡌࡓࡀ㸪఍ྜᚋࡶṇᘧ࡟࢔ࢵࣉࡍࡿ㈨ᩱࢆᕠࡗ࡚ᩘከࡃࡢࡸࡾྲྀࡾࡀ⏕ࡌࡓ㸬఍ྜᚋ࣓ࣔࢆసᡂࡋ㸪ᮏᅜࡢᖿ㒊ࡓࡕྥࡅ࡟ၨⵚࡍࡿᩥ᭩ࢆసᡂࡋ㸪㈨ᩱࡢ࢔ࢵࣉࡶࡍࡿ࡜࡝
࠺ࡋ࡚ࡶᩘ᪥㛫௬╀ࡔࡅࡢ᪥ࠎ࡟࡞ࡿࡀ㸪ᅜ㝿ᶵ㛵ᴗົࢆ㌟ࢆࡶࡗ࡚Ꮫࡪࡇ࡜ࡀ࡛ࡁ㸪኱ኚⰋ࠸⤒㦂࡟ࡣ࡞ࡗࡓ㸬ᅜ㝿఍ྜࡀ࢜ࣥࣛ࢖ࣥ໬ࡉࢀࡿᙳ㡪࡟ࡼࡗ࡚ᅜ㝿ᶵ㛵ࡢ◊✲⪅ࡓࡕࡣᖺ୰ྛᅜࡢ఍ྜ࡟ཧຍࡍࡿࡇ࡜࡟࡞ࡾ㸪᫨ኪᴗົࡀ⥆ࡃࡇ࡜ࡶ࠶ࡗ࡚ྠࡌၥ㢟ࡀ⏕ࡌ࡚࠸ࡿ࡜ࡶ⪺ࡃ㸬ᅜෆ࡛ࡶᅜእ࡛ࡶሗ࿌⪅ࡀࣉࣞࢮࣥ᫬࡟௒୍ࡘ᝟ሗࡀᚓࡽࢀ࡟ࡃ࠸ၥ㢟ࡀ⏕ࡌ࡚࠸ࡿࡀ㸪ࡸࡣࡾᅜ㝿఍ྜ࡛ࡣࡔ࠸ࡪᅜෆ࡜ࡣ␗࡞ࡿ༳㇟ࢆཷࡅࡓ㸬ᅜ㝿఍ྜ࡛ࡣ㉁ၥࡸࢥ࣓ࣥࢺࡀ
኱ኚάⓎ࡛࠶ࡿ㸬ⱥㄒᅪ࡛ࡣ࡞࠸ሗ࿌⪅ࡶ࠸ࡿࡓࡵ㸪6 ᭶ 9 ᪥ࡢ OECD ఍ྜ࡛ࡣࢳࣕࢵࢺ
࡛ከࡃࡢࢥ࣓ࣥࢺࡸ㉁ၥࢆ㡬࠸ࡓ㸬ᖾ࠸Ḉᮏࡀሗ࿌⪅ࡢ᫬ࡣከࡃ࡞࠿ࡗࡓࡀ㸪ሗ࿌⪅࡟ࡼ
ࡗ࡚ࡣ㉁ၥ࡜ࢥ࣓ࣥࢺࡀẅ฿ࡋ࡚ᑐᛂ࡟ⱞ៖ࡍࡿሗ࿌ࡶぢࡽࢀࡓ㸬ᾏእࡢ఍ྜ࡟ཧຍࡋ࡚࠸࡚ᑐ㠃ࡢሙྜࡣ㸪ᘓ๓ࢆㄝ᫂ࡋ㸪ࢥ࣮ࣄ࣮ࣈࣞ࢖ࢡ࡛ᮏ㡢࡛ྛᅜ㛫࡛஺΅ࡍࡿ࡜࠸࠺ࡇ࡜ࡀⰋࡃ⾜ࢃࢀࡿ㸬OECD ࡀ 2021 ᖺ࡟ྲྀࡾࡲ࡜ࡵࡓᅜ㝿ⓗ࡞ἲேㄢ⛯࣮ࣝࣝࡢ BEPS ࣉࣟࢪ࢙ࢡࢺࡸ⤫ィࡢᅜ㝿࣐ࢽࣗ࢔ࣝࡶྠᵝ࡜࡞ࡗ࡚࠸ࡿ㸬㘓⏬ࢆ⚗Ṇࡋ࡚࠾࠸࡚࢜ࣥࣛ࢖ࣥ໬࡛ᘓ๓ࢆ㈨ᩱ࡜ࡋ࡚ᮏ㡢ࡣཱྀ㢌࡛ㄝ᫂ࡍࡿ࡜࠸࠺ὶࢀࡀ୍⯡ⓗ࡟࡞ࡗࡓ㸬ࡲࡓᅜ㝿ᶵ㛵࡛ࡶ఍ྜሗ࿌ࡢタᐃࡸㄪᩚ࡛ⱞ៖ࡋ࡚࠸ࡿ࡜࠸࠺ヰࡶࡼࡃ⪺ࡃ㸬ࡑࡢࡓࡵ㸪୺せᅜࡢᑓ㛛ᐙࡀ㞟ࡲࡿ఍ྜ࡛ࡣ࡝࠺ࡋ࡚ࡶࡇࢀࡲ࡛௨ୖ࡟ⱥ⡿ᅪࡢᙳ㡪ຊࡀᙉࡲࡿࡼ࠺࡟࡞ࡗ࡚ࡁ࡚࠸ࡿ㸬ࢭࢵࢩࣙࣥ E ࡛ࡣᅜ㝿఍ྜࡢෆᐜࡣㄝ᫂ࡋࡓࡀ㸪ࡇࡇ࡟グࡍࡼ࠺࡞఍ྜ࡛ࡢ㞺ᅖẼࡸὀពⅬࡣ᫬㛫ไ⣙࡛ᢅࢃ࡞࠿ࡗࡓ㸬ࡇࡢ 1 ᖺࡣᅜෆࡶᾏእࡶ࢜ࣥࣛ࢖ࣥ໬࡛⯆࿡῝࠸ኚ໬ࡀከࡃ㉳ࡁࡓᖺ࡛࠶ࡗࡓ㸬ඛ࡯࡝ࡢ G20 ࡢᑓ㛛ᐙ఍ྜࡣඖࠎ2019 ᖺ࡟౫㢗ࡀ᮶ࡓࡶࡢ࡛࠶
ࡗࡓ㸬ࢧ࢘ࢪ࢔ࣛࣅ࢔ࡀ୺ദᅜ࡛㸪᪂ᆺࢥࣟࢼ࡛ࡶ≉ู࡟㛵ಀ⪅ࢆධᅜࡉࡏ࡚఍ྜࢆ⾜࠺࠿࡝࠺࠿㸪᳨ウࡋ࡚࠸ࡿ᫬ᮇࡶ࠶ࡗࡓ㸬࢜ࣥࣛ࢖ࣥ໬࡛⡆༢࡟఍ྜࡀ㛤࠸࡚࠸ࡿ⌧≧ࡣ 1
ᖺ๓࡜ẚ࡭࡚㝸ୡࡢឤࢆ⚗ࡌᚓ࡞࠸㸬࠾ࢃࡾ࡟ฟᙇሗ࿌࡜࠸࠺ᙧᘧ࡛Ꮫ఍ࡢෆᐜࡸ࢜ࣥࣛ࢖ࣥ໬࡟ࡼࡿኚ໬࡟ࡘ࠸࡚⌧≧ࢆࡲ࡜ࡵ࡚⤂௓ࡋࡓ㸬ࡼࡃ࠸ࢁ࠸ࢁ࡞᪉࠿ࡽゝࢃࢀࡿࡢࡣ㸪㞧ົࢆ㞧ົ࡜ࡋ࡚ᢅࢃࡎ㸪࠶ࡿ⛬ᗘࣉࣟࢭࢫࢆᩥ❶໬ࡋ࡚࠾ࡃ㔜せᛶ࡛࠶ࡿ㸬ᙜ஦⪅࡟࡜ࡗ࡚࡜ࡾ࡜ࡵࡶ࡞࠸㞧ົࢆᩥ❶໬ࡋ࡚࠾࠸
࡚㸪ᚋ࡛ㄞ⪅࠿ࡽࡢᣦ᦬࡛ពእ࡞᪉ἲࢆ⏝࠸࡚ຠ⋡໬ࡍࡿ⣒ཱྀࡀぢࡘ࠿ࡿ࡜࠸ࡗࡓࢣ࣮ࢫ
ࡀ࠶ࡿ㸬ࡲࡓሗ࿌᭩㢮ࡣᘬࡁ⥅ࡂࡶවࡡࡿ㸬ᮏሗ࿌ࡣࡑ࠺ࡋࡓ┠ⓗࢆ௻ᅗࡋ࡚ࡲ࡜ࡵࡓࡶࡢ࡛࠶ࡿ㸬⤒῭⤫ィᏛ఍࡬ࡢฟᙇሗ࿌ࢆ୰ᚰ࡟ 2021 ᖺᗘࡢᨻᗓ⤫ィ㒊఍ࡢᑐእⓗ࡞᝟ሗ཰㞟άືࢆࡲ࡜ࡵࡓ㸬2021 ᖺᗘࡣ 4 ᭶࡟᪂ධ⏕࡟ᑐࡍࡿᑐ㠃ᤵᴗࢆᩘᅇ⾜ࡗࡓᚋ㸪GW ᫂ࡅ࠿ࡽ 9᭶⤊ࢃࡾࡲ࡛࡯ࡰ኱Ꮫ࡬ࡢධᰯไ㝈ࡀ⥆ࡁ㸪10 ᭶࠿ࡽከࡃࡢᴗົࡀṇᖖ໬ࡋࡓ㸬⤒῭⤫ィ(24) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕᏛ఍ࡢ඲ᅜ኱఍ࡣࡑ࠺ࡋࡓษࡾ᭰࠼ࡢࢱ࢖࣑ࣥࢢ࡛㸪ឤᰁ⑕࡟ᑐࡍࡿᚰ⌮ⓗ࡞ᜍᛧឤࢆཧ
ຍ⪅඲ဨࡀᣢࡗ࡚࠸ࡿ᫬ᮇ࡟⾜ࡗࡓࡶࡢ࡛࠶ࡿ㸬⑓㝔ࡀឤᰁ⇿Ⓨ࡛㸪ᑐᛂ࡛ࡁࡿỈ‽ࢆ㉸࠼㸪ࢭࢵࢩࣙࣥ C ࡣ་⒪ಖ㞀ࡢࢺࣜ࢔࣮ࢪࡀ⾜ࢃࢀ࡚࠸ࡿ᫬ᮇࡢࡓࡵ㸪ཧຍ⪅ࡢ㛵ᚰࢆ࿧ࢇ࡛࠸ࡓ㸬୍᪉ࣅࢵࢢࢹ࣮ࢱ㸪ࢹࢪࢱࣝ໬㸪ከᅜ⡠௻ᴗࡢᤕᤊၥ㢟࡜࠸ࡗࡓศ㔝࡟ࡶከࡃࡢཧຍ⪅ࡢ㛵ᚰࡀ㞟ࡲࡾ㸪άⓎ࡞㉁␲ࢆ┠࡟ࡍࡿࡇ࡜ࡀ࡛ࡁࡓ㸬ᚓࡽࢀࡓᡂᯝࢆ྾཰ࡋ㸪௒ᚋࡢ㒊఍஦ᴗ࡟ά࠿ࡋࡓ࠸㸬ㅰ㎡ฟᙇሗ࿌ࡣከࡃࡢ㒊ศ࡛ RA ࡢᴮཎගኈẶࡢ࣓ࣔ࡟ᇶ࡙࠸࡚సᡂࡉࢀࡓ㸬༠ຊ࡟ឤㅰࡍ
ࡿ㸬ཧ⪃ᩥ⊩Ḉᮏ೺㸪2021㸪ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖࠗ⤫ィ࠘
2021 ᖺ 7 ᭶ྕ㸬ෆ㛶ᗓ⤒῭♫఍⥲ྜ◊✲ᡤ㸪2020㸪ࠕࢹࢪࢱ࢚ࣝࢥࣀ࣑࣮࡟ಀࡿࢧࢸࣛ࢖ࢺ຺ᐃࡢᯟ⤌ࡳ࡟ 㛵 ࡍ ࡿ ㄪ ᰝ ◊ ✲ ࠖ ሗ ࿌ ᭩ 㸪◊ ✲ ఍ ሗ ࿌ ᭩ ➼ No.83㸪ෆ㛶ᗓ HP 㸬
https://www.esri.cao.go.jp/jp/esri/prj/hou/hou082/hou082.html 2

㹙㈨ᩱ㹛ᨻᗓ⤫ィ㒊఍࢜ࣥࣛ࢖ࣥฟᙇሗ࿌ (25)

Summary

Report on the 2021 Annual Conference of the JAPAN SOCIETY OF
ECONOMIC STATISTICS
Takeshi Sakuramoto
Shinichi Hamamoto
This report consists of two chapters. Chapter 1 is a report on our trip to theJapan Society of Economic Statistics. Sakuramoto, Hamamoto, and Research Assistant(RA) Ebara participated in the 2021 Annual Conference of the Japan Society of
Economic Statistics (JSES) online at the Government Statistics Section of the Center
for Social Information Education and Research. The Society for Economic Statistics
was scheduled to hold its conference from October 16 to 17, 2021 with online. Since
most of the conference program was conducted in parallel sessions, and the section
members themselves coordinated and reported on the conference, we decided toparticipate partially and report only to that extent. Among the sessions, there wereactive questions and answers in the sessions on the report by the Ministry of Internal
Affairs and Communications and the reports on big data and multinational
corporations. We summarized five the sessions, BCDEF, which we participated.
In Chapter 2, we’ll introduce only Session E separately in relation to Chapter
1. Sakuramoto himself summarized the contents of Session E. He introduced aninternational meeting on the development of statistics on digitalization. In his own
report, He introduced the statistical development of digitalization that he had reported
to the university and participated in and reported on two international meetings in
2021 with the help of the Economic and Social Research Institute of the Cabinet Office.
we will also cover the online international meetings that were discussed in the session
and how they went.
Key words: Business Trip Report, JAPAN SOCIETY OF ECONOMIC STATISTICS,
Online Conference, Annual Conference, International Conference(26) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

㹙㈨ᩱ㹛ᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ 5 (27)

ࠓ㈨ᩱࠔᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ 5
̿IASSIST ᖺḟ኱఍ࡢሗ࿌࠿ࡽ̿㧘ᶫ ࠿࠾ࡾ஬༑ᔒ ᙲ࠙せ᪨ࠚ ♫఍ㄪᰝࢹ࣮ࢱࡣ௒ᚋࡢ♫఍ࡢⓎᒎ࡟ᐤ୚ࡍࡿබඹ㈈࡛࠶ࡾ㸪ᗈࡃࢹ࣮ࢱࡀ฼ά⏝ࡉࢀࡿ⎔ቃࢆᩚഛࡍࡿᚲせࡀ࠶ࡿ㸬ᮏ✏࡛ࡣ 2021 ᖺ 5 ᭶࡟࢜ࣥࣛ࢖࡛ࣥ㛤ദࡉࢀࡓ IASSIST ᖺḟ኱఍࡛ሗ࿌ࡉࢀ
ࡓෆᐜࢆࡶ࡜࡟ᾏእ࡛⾜ࢃࢀ࡚࠸ࡿ⤫ィᩍ⫱ࡸᐇ㊶ࡢඛ㐍ⓗ࡞ྲྀࡾ⤌ࡳࢆ⤂௓ࡍࡿ㸬ࡇࢀࡽࢆ㋃ࡲ࠼㸪௒ᚋࡢ CSI ᴗົ࡞ࡽࡧ࡟ RUDA 㐠Ⴀ࡟ᑐࡋ࡚ࡢ᪉㔪࡜♧၀ࢆᥦ᱌ࡍࡿ㸬࣮࣮࢟࣡ࢻ : ࢹ࣮ࢱ࢔࣮࢝࢖ࣈ㸪ࢹ࣮ࢱ฼⏝㸪ࢹ࣮ࢱඹ᭷Ϩ ࡣࡌࡵ࡟ ♫఍ㄪᰝ㒊఍ࡣ౛ᖺ the International Association for Social Science Information
Service and Technology㸦IASSIST㸧ࡀ㛤ദࡍࡿᖺḟ኱఍࡟ཧຍࡋ㸪♫఍⛉Ꮫ࡟㛵ࡍࡿ᝟ሗᢏ⾡࣭ࢹ࣮ࢱࢧ࣮ࣅࢫ࡟㛵ࡍࡿ᝟ሗ཰㞟ࢆࡍࡿࡇ࡜ࢆᴗົ࡜ࡋ࡚࠸ࡓ㸦ᮅᒸ࣭㧘ᶫ 2019㸪஬༑ᔒ࣭㧘ᶫ 2020㸧㸬᫖ᖺᗘࡣヨ㦂ⓗ࡟ American Statistical Association ࡀ୺ദࡍࡿ Joint
Statistical Meetings㸦JSM㸧࡟ཧຍࡋ㸪࡜ࡾࢃࡅ࢔࣓ࣜ࢝࡟࠾ࡅࡿㄪᰝᢏ⾡ࡸ⤫ィᡭἲࡸ㸪࢔࣮࢝࢖ࣈࡢࢹ࣮ࢱά⏝࡟㛵ࡍࡿືྥㄪᰝࢆ⾜ࡗࡓ㸦஬༑ᔒ࣭㧘ᶫ 2021㸧㸬௒ᖺᗘࡣ౛ᖺ㏻
ࡾ IASSIST ࡬ࡢฟᙇཧຍࢆணᐃࡋ࡚࠸ࡓࡀ㸪᪂ᆺࢥࣟࢼ࢘࢖ࣝࢫឤᰁᣑ኱ࡢᙳ㡪࡛࢜ࣥࣛ࢖ࣥ㛤ദ࡜࡞ࡾ㸪ฟᙇࡣ⾜ࢃࡎ࡟ྛ⮬࢜ࣥࣛ࢖ࣥཧຍࢆ⾜ࡗࡓ㸬㛤ദ᫬ᮇࡣ 2021 ᖺ 5 ᭶ 17
᪥㹼20 ᪥࡛࠶ࡾ㸪ࢭࢵࢩࣙࣥࡣࣜ࢔ࣝࢱ࢖࣒㓄ಙࡉࢀ㸪஦ᚋ࡟㘓⏬࡜㈨ᩱࡀබ㛤ࡉࢀࡓ㸬࢜ࣥࣛ࢖ࣥ㛤ദ࡟࠾࠸࡚ࡣ Whova ࡜࠸࠺ࣉࣛࢵࢺࣇ࢛࣮࣒ࡀ⏝ពࡉࢀ㸪ࣜ࢔ࣝࢱ࢖࣒࡛Ⓨ⾲ࡢ㓄ಙࡀ㜀ぴ࡛ࡁࡓࡔࡅ࡛ࡣ࡞ࡃ㸪ࢭࢵࢩࣙࣥᚋࡢ㉁ၥࡸཧຍ⪅ྠኈ࡜ࡢ஺ὶࡀ࡛ࡁࡿ
ࢫ࣮࣌ࢫ㸪ཧຍⓏ㘓⪅࡬ࡢ࣓ࢵࢭ࣮ࢪࡀ㏦ಙ࡛ࡁࡿᶵ⬟ࡶ࠶ࡗࡓ㸬ࡇࢀࡲ࡛ࡣྠ᫬㛫ᖏ࡟」ᩘࡢࢭࢵࢩࣙࣥࡀ⾜ࢃࢀ࡚࠸ࡓࡀ㸪IASSIST 2021 ࡟࠾࠸࡚ࡣྠ
᫬㛫ᖏ࡟ࡣ 1 ࡘࡢࢭࢵࢩࣙࣥࡢࡳ࡛࠶ࡗࡓ࠿ࢃࡾ࡟㛤ദ᪥ᩘࡀ 1 ᪥ᘏࡧࡓ㸬2020 ᖺࡢ
IASSIST ᖺḟ኱఍ࡀ୰Ṇ࡟࡞ࡗࡓࡇ࡜ࡶ࠶ࡾ㸪ሗ࿌ࡢከࡃࡣࢥࣟࢼ⚝௨๓࠿ࡽࡢྲྀࡾ⤌ࡳ࡟↔Ⅼࢆᙜ࡚ࡓࡶࡢ࡛࠶ࡗࡓ㸬ࢭࢵࢩࣙࣥࢸ࣮࣐࡟ࡘ࠸࡚ࡣ㸪࢔࣮࢝࢖ࣈࡢ㐠Ⴀࡸᩍ⫱㸪」
ᩘᶵ㛵࡛ࡢ㐃ᦠ㸪᳨ドྍ⬟ᛶ࡞࡝㸪౛ᖺ࡜ྠᵝࡢഴྥ࡛࠶ࡗࡓ㸬ࡓࡔࡋ㸪୍㒊ࡢሗ࿌࡟࠾࠸
࡚ࡣࢥࣟࢼ⚝࡟࠾ࡅࡿ࢔࣮࢝࢖ࣈࡢኚ໬ࡸ㸪ࢹࢪࢱࣝ໬࡬ࡢྲྀࡾ⤌ࡳࡶ⤂௓ࡉࢀ࡚࠸ࡓ㸬ḟᅇ኱఍௨㝆ࢥࣟࢼ⚝࡟࠾ࡅࡿኚ໬ࢆ㋃ࡲ࠼ࡓሗ࿌ࡀࡼࡾቑ࠼ࡿࡶࡢ࡜᥎ ࡛ࡁࡿ㸬ᮏ✏࡛ࡣ㸪ࢹ࣮ࢱ࣐ࢿࢪ࣓ࣥࢺά⏝ࡢᣑ኱㸪᳨ドྍ⬟ᛶ㸪බ㛤ᛶ࡜༏ྡᛶࡢၥ㢟ࡢࢺࣆࢵࢡࢆྲྀࡾ࠶ࡆ㸪ሗ࿌ࡸືྥࢆ⤂௓ࡍࡿ㸬

(28) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕϩ ࢹ࣮ࢱ࣐ࢿࢪ࣓ࣥࢺά⏝ࡢᣑ኱
IASSIST ࡢᖺḟ኱఍࡛ࡣ౛ᖺ㸪♫఍⛉Ꮫࡢࢹ࣮ࢱ࡟࡜࡝ࡲࡽࡎ㸪ேᩥ⛉Ꮫ࡟࠾ࡅࡿࢹ࣮
ࢱά⏝ࡶ஦౛࡜ࡋ࡚⤂௓ࡉࢀ࡚࠸ࡿ㸬௨ୗ࡛ࡣ㸪ࢹࢪࢱࣝࣄ࣮࣐ࣗࢽࢸ࢕࣮ࢬ࡞࡝㸪ேᩥᏛ࡟࠾࠸࡚ࡶ⤫ィⓗᡭἲࡸศᯒࡀᗈࡀࡿ୰࡛㸪♫఍⛉Ꮫ࡟࡜࡝ࡲࡽ࡞࠸⤫ィά⏝ࡢά⏝౛ࡢሗ࿌ࢆྲྀࡾ࠶ࡆࡿ㸬Luo㸦2021㸧࡛ࡣ࣎ࢫࢺࣥ࢝ࣞࢵࢪ࡟࠾ࡅࡿྲྀࡾ⤌ࡳ࡜ࡋ࡚㸪ṔྐᏛ⪅ࡸࢹ࣮ࢱࣛ࢖ࣈࣛ
ࣜ࢔ࣥ࡞࡝」ᩘࡢᑓ㛛ᐙࡀඹྠࡋ࡚⾜ࡗࡓṔྐᏛᑓᨷࡢᏛ⏕࡟ᑐࡍࡿࢹ࣮ࢱά⏝࣒࢝ࣜ࢟ࣗࣛࡀ⤂௓ࡉࢀࡓ㸬ࡇࡢࣉࣟࢪ࢙ࢡࢺ࡛ࡣ 18 ୡ⣖ࡢ஺᫆ࡸேࡢ⛣ື࡟㛵ࡍࡿ⤫ィ㈨ᩱࢆࢹ
ࢪࢱࣝࢹ࣮ࢱ໬ࡍࡿࡇ࡜࡟ࡼࡾ㸪⣬፹య࡛ࡋ࠿ṧࡗ࡚࠸࡞࠸Ṕྐ㈨ᩱࢆࢥ࣮ࢹ࢕ࣥࢢࡋ㸦཰㞟㸧㸪ᩘ್໬ࡋࡓ࠺࠼࡛㸦᧯స࡜ศᯒ㸧㸪ᅗ♧ࢆࡍࡿࡓࡵࡢᮦᩱࢆసᡂࡋࡓ㸬ࡑࡢ⤖ᯝ୍ࡘࡢ㈨ᩱࢆ୹ᛕ࡟ㄞࡳ㎸ࡴᚑ᮶ࡢゎ㔘Ꮫⓗศᯒ࡛ࡣぢ࠼࡚ࡇ࡞࠿ࡗࡓ㏻᫬ⓗ࡞ኚ໬ࡀ᫂ࡽ࠿࡟
࡞ࡾ㸪ᆅᇦࡸ㞟ᅋࡈ࡜ࡢ㢮ᆺ໬࡟ࡶࡘ࡞ࡀࡗࡓ㸬ࡉࡽ࡟」ᩘࡢ㈨ᩱ⩌࡟࠾࠸࡚⤫୍ࡉࢀࡓࢥ
࣮ࢻࢆ௜୚ࡍࡿࡇ࡜࡛㸪㈨ᩱࢆ⟶⌮ࡍࡿࣉࣛࢵࢺࣇ࢛࣮࣒ࢆసᡂࡋ㸪ṔྐᏛ࡟࠾ࡅࡿ◊✲ࡸ᥈✲ࡢ⣲ᮦࢆඹ᭷࣭⥅ᢎ࡛ࡁࡿᙧᘧ࡟ࡋ࡚࠸ࡓ㸬ࡇࡢࣉࣟࢪ࢙ࢡࢺࡢ⫼ᬒ࡟ࡣ IASSIST ࡛ᶆᴶࡉࢀࡿࢹ࣮ࢱࣛ࢖ࣇࢧ࢖ࢡࣝࡢ⪃࠼᪉ࡀ࠶ࡾ㸦౛࠼ࡤ Corti et al.㸪2014: 17-23㸧㸪ேᩥᏛ࡟࠾࠸࡚ࡇࡢ⪃࠼᪉ࡀඹ᭷ࡉࢀࡿࡇ࡜࡛ࢹ࣮
ࢱ࢔࣮࢝࢖ࣈࡀᢅ࠺㈨ᩱࡢ⠊ᅖࡸᖜࡶᗈࡀࡿࡇ࡜ࡀண᝿ࡉࢀࡿ㸬ࡇࡢ㝿㸪ࢹ࣮ࢱࣛ࢖ࣈࣛࣜ
࢔ࣥࡀேᩥᏛ⪅࡜ࢥ࣮ࢻࣈࢵࢡసᡂࡢ㝿࡟㆟ㄽࡸ┦ㄯࢆࡍࡿࡇ࡜࡛ࣇ࢛࣮࣐ࢵࢺࢆᐃࡵࡿ
ࡇ࡜ࡀ㸪ࡢࡕࡢࢹ࣮ࢱಖ⟶࣭⟶⌮࡟࠾࠸࡚㔜せ࡞せ⣲࡜࡞ࢁ࠺㸬Ϫ ᳨ドྍ⬟ᛶ ௒ᅇࡢ IASSIST ࡛ࡣ㸪᳨ドྍ⬟ᛶ㸦Verifiability㸧࡟ࡘ࠸࡚ 4 ࡘࡢࢭࢵࢩࣙࣥࡀ❧࡚ࡽࢀ࡚࠸ࡓ㸬᳨ドྍ⬟ᛶࡣ 2 ᖺ๓ࡢ IASSIST ࡛ࡶྲྀࡾୖࡆࡽࢀ㸪ᙜ᫬ࡶ⣖せ࡟ࡲ࡜ࡵࡓࡀ㸪௒ᖺࡢ IASSIST ࡛ࡣࡼࡾ㐍ࢇࡔ㆟ㄽࡀᒎ㛤ࡉࢀ࡚࠸ࡓ㸦Hettne et al., 2021; Thompson &Christian, 2021; Sawchuk & Khair, 2021㸬ࡲࡓᮏ✏࡛ࡣྲྀࡾୖࡆ࡞࠸ࡀ㸪Kellam &Kowalski, 2021㸧㸬ࡑࡢࡓࡵࢹ࣮ࢱ࢔࣮࢝࢖ࣈ࡜᳨ドྍ⬟ᛶ࡟ࡘ࠸࡚㸪ᨵࡵ࡚ࡇࡇ࡛ࡲ࡜ࡵ࡚࠾ࡃ㸬 ࡑࡶࡑࡶ᳨ドྍ⬟ᛶ࡜ࡣ㸪◊✲࡟࠾࠸࡚⏝࠸ࡽࢀࡓࢹ࣮ࢱ࡜ྠࡌࢹ࣮ࢱࢆ㸪ྠࡌศᯒᡭἲ
ࢆ⏝࠸࡚㸪◊✲࡛ሗ࿌ࡉࢀ࡚࠸ࡿ⤖ᯝ࡜ྠࡌ⤖ᯝࡀᚓࡽࢀࡿࡇ࡜ࢆᣦࡍ㸬௨ୗ࡟ Freese &Peterson㸦2017㸧ࡀసᡂࡋࡓᅄ㇟㝈ࢆ♧ࡍࡀ㸪ࡇࡢ࠺ࡕᕥୖ࡟఩⨨ࡍࡿࡢࡀᮏ✏࡛ྲྀࡾୖࡆࡿ᳨ドྍ⬟ᛶ࡛࠶ࡿ㸬᳨ドྍ⬟ᛶࡣ෌⌧ᛶ࡜࠸࠺ヂㄒ࡛ࡶ㆟ㄽࡉࢀࡿࡇ࡜ࡀ࠶ࡾ㸪ᚲࡎࡋࡶ୍ᐃࡋ࡚࠸࡞࠸㸦ᡴ㉺࣭୕㍯ 2018㸧㸬ࡲࡓ㸪౛࠼ࡤᚰ⌮Ꮫ࡟࠾ࡅࡿࠕ෌⌧ᛶࡢ༴ᶵࠖ࡜ࡋ
࡚⤂௓ࡉࢀࡿㄽᩥ㸦Open Science Collaboration 2015㸧࡛ࡣ㸪ᥦၐࡉࢀࡓ⌮ㄽࢆ㸪᪂ࡋ࠸ࢹ࣮ࢱࢆ౑࠸ྠࡌᡭἲ᳨࡛ドࡋ࡚࠸ࡿ㸬ࡍ࡞ࢃࡕ Freese & Peterson㸦2017㸧ࡢゝ࡛࠸࠺
repeatability㸦཯᚟ྍ⬟ᛶ㸧ࡢၥ㢟࡜ࡋ࡚ᢅࢃࢀ࡚࠸ࡿ㸬IASSIST ࡟࡚Ⓨ⾲ࡢ࠶ࡗࡓ Hettneࡽ㸦2021㸧࡛ࡣ㸪ᅗ 1 ࡢ verification ࢆ reproducible㸪repeatability ࢆ replicable ࡜ࡋ࡚࠸ࡿ㸬ࡇࡕࡽࡢ࡯࠺ࡀ᪥ᮏㄒ࡜ᩚྜⓗ࠿ࡶࡋࢀ࡞࠸㸬㹙㈨ᩱ㹛ᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ 5 (29)ྠࡌࢹ࣮ࢱ᪂ࡋ࠸ࢹ࣮ࢱ

ྠࡌᡭἲ
Verifiability㸦᳨ドྍ⬟ᛶ㸧
Repeatability㸦཯᚟ྍ⬟ᛶ㸧␗࡞ࡿᡭἲ
Robustness㸦ࣟࣂࢫࢺࢿࢫ㸧
Generalization㸦୍⯡໬ྍ⬟ᛶ㸧ᅗ⾲㸯 ෌⌧ྍ⬟ᛶࡢᅄ㇟㝈㸦Freese & Peterson (2017)ࢆࡶ࡜࡟➹⪅ຍ➹ಟṇ㸧
 IASSIST ࡛ࡣ㸪ᨻ἞Ꮫࡢ American Journal of Political Science㸦AJPS㸧ㄅ࡟࠾ࡅࡿ᳨
ドྍ⬟ᛶ࣏ࣜࢩ࣮࡟㛵ࡍࡿⓎ⾲ࡀ࠶ࡗࡓ㸦Thompson & Christian, 2021㸧㸬AJPS ࡛ࡣ㸪࢔ࢡࢭࣉࢺࡉࢀࡓㄽᩥࡢศᯒ࡟⏝࠸ࡽࢀࡓࢹ࣮ࢱ࡜ࢥ࣮ࢻࢆ➨୕⪅ࡀ෌⌧࡛ࡁࡿࡼ࠺ᥦ౪ࡍ
ࡿ࣏ࣜࢩ࣮ࡀ࠶ࡿ㸬Ⓨ⾲⪅ࡀᡤᒓࡋ࡚࠸ࡿ㸪University of North Carolina at Chapel Hill
ࡢ Odum Institute ࡛ࡣ㸪⊂❧ࡋࡓ➨୕ᶵ㛵࡜ࡋ࡚㸪AJPS ࡟ᥦฟࡉࢀࡿࢹ࣮ࢱ࡜ࢥ࣮ࢻࢆ
☜ㄆࡋ࡚࠸ࡿ㸬 Odum Institute ࡀᢸ࠺ᙺ๭ࡣ୺࡟ 2 ࡘ㸪࣮࢟ࣗࣞࢩࣙࣥ࡜෌⌧࡛࠶ࡿ㸬࣮࢟ࣗࣞࢩࣙࣥ
ࡣ㸪ࣃࢵࢣ࣮ࢪ㸦ࡇࡇ࡛ࡣࢹ࣮ࢱ࡜ࢥ࣮ࢻ㸧ࡀ᏶඲࡛࠶ࡿ࠿ࡢ☜ㄆ㸪Ᏺ⛎⩏ົࡸⴭసᶒ࡟ࡲ
ࡘࢃࡿၥ㢟ࡢ≉ᐃ㸪୙᏶඲࡞ኚᩘࡸࣛ࣋ࣝࡢ≉ᐃ㸪ࡑࡋ࡚ࣃࢵࢣ࣮ࢪࡢࣇ࢛࣮࣐ࢵࢺࡀ㛗ᮇ࡟ΏࡿಖᏑ࡟⪏࠼࠺ࡿ࠿ࡢホ౯㸪࡛࠶ࡿ㸬ḟ࡟෌⌧ࡔࡀ㸪ࡇࢀࡣሗ࿌ࡉࢀࡓ⤖ᯝࢆ෌⌧ࡍࡿࡓࡵ࡟ᚲせ࡞ࢥ࣐ࣥࢻࡸࢥ࣓ࣥࢺࡀࢥ࣮ࢻ࡟ྵࡲࢀ࡚࠸ࡿ࠿ࡢ☜ㄆ㸪ࢥ࣮ࢻࡢࢥࣥࣃ࢖ࣝ
࡜ᐇ⾜㸪ᐇ⾜࡛ࡁ࡞࠸ࢥ࣮ࢻࡢ᳨ド㸪ࡑࡋ࡚ሗ࿌ࡉࢀࡓ⤖ᯝ࡜෌⌧ࡉࢀࡓ⤖ᯝ࡜ࡢẚ㍑࡛࠶ࡿ㸬 ෌⌧ࢆヨࡳࡓ㝿ࡢ⤖ᯝࡀሗ࿌ࡉࢀ࡚࠸ࡓ㸬2021 ᖺ 5 ᭶ࡲ࡛࡟㸪Odum Institute ࡀᢅࡗࡓAJPS ࡟᥇ᢥࡉࢀࡓㄽᩥࡣ 340 ௨ୖࡔࡀ㸪࠺ࡕ୍ᅇ┠ࡢ෌⌧ᛶࢳ࢙ࢵࢡ࡛⤖ᯝࡀ෌⌧࡛ࡁࡓㄽᩥࡣࢃࡎ࠿ 11 ௳࡛࠶ࡗࡓ㸬ࡑࡢᚋ෌ᥦฟࢆồࡵࡿࡢࡔࡀ㸪᭱⤊ⓗ࡟⤖ᯝࢆ෌⌧ࡍࡿࡢ࡟せࡋࡓࣛ࢘ࣥࢻᩘࡣᖹᆒࡋ࡚ 2.29 ᅇ࡛࠶ࡗࡓ㸬ࡍ࡞ࢃࡕ࡯࡜ࢇ࡝ࡢㄽᩥࡀ㸪ᥦฟࡉࢀࡓ
ᙧ࡛ࡣ୍ᗘ࡛෌⌧࡛ࡁ࡞࠿ࡗࡓ㸬 ࡇࡇ࡛㸪ሗ࿌⪅ࡣ 2017 ᖺ࠿ࡽ 2019 ᖺ࡟ᥦฟࡉࢀࡓཎ✏ 105 ௳࡟ࡘ࠸࡚㸪᳨ドྍ⬟ᛶࢆጉࡆࡿࡶࡢࡣఱ࠿ࢆ᳨ドࡋࡓ㸬࢚࣮ࣛࡢࢱ࢖ࣉࡣᩥ❶సᡂ㸪ࢥ࣮ࢻ㸪ࣇ࢓࢖ࣝ㸪ࢸࢡࣀࣟࢪ
࣮㸪ࢹ࣮ࢱ㸪ࣔࢹࣜࣥࢢ㸪⤖ᯝࡢ 7 ࡘ࡟኱ูࡉࢀ࡚࠾ࡾ㸪౛࠼ࡤᩥ❶సᡂࡢၥ㢟࡜ࡋ࡚㸪ኚᩘ࡟㛵ࡍࡿグ㏙ࡸࣇ࢓࢖ࣝࡢㄝ᫂࡟㛵ࡍࡿၥ㢟ࡀᣦ᦬ࡉࢀ࡚࠸ࡿ㸬ࢥ࣮ࢻࡢၥ㢟࡜ࡋ࡚㸪ࣇ࢓࢖ࣝࣃࢫࡢၥ㢟ࡸࢥ࣮ࢻࡢḞⴠ࡞࡝ࡀሗ࿌ࡉࢀ࡚࠸ࡿ㸬ࢸࢡࣀࣟࢪ࣮࡟㛵ࡍࡿၥ㢟࡛ࡣ㸪ศᯒ⎔ቃࡢ㐪࠸㸦ࢯࣇࢺ࢙࢘࢔ࡸࣃࢵࢣ࣮ࢪ࡞࡝㸧ࡸ࢚ࣥࢥ࣮ࢹ࢕ࣥࢢࡢ㐪࠸࠿ࡽࡃࡿࡶࡢ
ࡀሗ࿌ࡉࢀ࡚࠸ࡿ㸬ࡉࡽ࡟ሗ࿌࡛ࡣ㸪◊✲⪅࡜ࣛ࢖ࣈࣛࣜ࢔ࣥࡢ㛫࡟⏕ࡌࡿᦶ᧿ࡢཎᅉ࡜ࡋ
࡚㸪◊✲⪅ࡣࢹ࣮ࢱࡸࢥ࣮ࢻࢆ࠶ࡃࡲ࡛◊✲ࡢ㐣⛬࡜ࡳ࡞ࡋ࡚࠸ࡿࡢ࡟ᑐࡋ㸪ࣛ࢖ࣈࣛࣜ࢔
ࣥࡣࡑࢀ⮬యࢆ᭱⤊ⓗ࡞ࣉࣟࢲࢡࢺ࡜ࡳ࡞ࡋ࡚࠸ࡿ࡜࠸࠺㐪࠸ࡀᣦ᦬ࡉࢀ࡚࠸ࡓ㸬 ᳨ドྍ⬟ᛶࡢၥ㢟ࡣ࢔࣓ࣜ࢝ࡢࡳ࡞ࡽࡎ㸪௚ᅜ࡟࠾࠸࡚ࡶ㆟ㄽࡉࢀ࡚࠸ࡿ㸬IASSIST ࡛ࡳࡽࢀࡓࡶ࠺୍ࡘࡢሗ࿌ࡣ࢜ࣛࣥࢲࡢࣛ࢖ࢹࣥ኱Ꮫࡢࣛ࢖ࣈࣛࣜ࢔ࣥ࡟ࡼࡿࡶࡢࡔࡗࡓ
㸦Hettne et al., 2021㸧
㸬Ⓨ⾲࡛ࡣ◊✲⪅ࡀࢥ࣮ࢻࡢබ㛤ࢆ㌋㌉ࡍࡿ⌮⏤࡟ࡘ࠸࡚⤂௓ࡋ࡚࠾ࡾ㸪᭱ࡶከ࠸⌮⏤ࡀ㸪ඹ᭷ࡢࡓࡵࡢࢥ࣮ࢻࢆసᡂࡍࡿࡢ࡟᫬㛫ࡀ࠿࠿ࡾࡍࡂࡿ㸪࡜࠸࠺ࡶࡢ࡛࠶ࡗࡓ㸬ḟ࡟ከ࠿ࡗࡓࡢࡀࢯࣇࢺ࢙࢘࢔ࡸࢩࢫࢸ࣒࡟౫Ꮡࡋࡓࢥ࣮ࢻ࡛࠶ࡿࡇ࡜㸪ࡑࡋ࡚ඹ᭷ࡢࡓࡵࡢࢥ࣮ࢻࢆ⏝ពࡍࡿ⮬㌟ࡢ⬟ຊ࡬ࡢᠱᛕ㸪ࡑࡋ࡚▱ⓗ㈈⏘ࡢಖᣢࡢᚲせ࡛࠶ࡗࡓ㸬

(30) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

 ࡇ࠺ࡋࡓᠱᛕࡣ AJPS ࡢ᳨ドྍ⬟ᛶ࡟㛵ࡍࡿㅖၥ㢟ࡢ⿬㏉ࡋ࡜ࡶ࠸࠼ࡿࡔࢁ࠺㸬◊✲⪅ࡣࢥ࣮ࢻ࡞࡝ࢆ࠶ࡃࡲ࡛◊✲ࡢ㐣⛬࡜ࡋ࡚ࡳ࡞ࡋ࡚࠸ࡿࡓࡵ࡟㸪➨୕⪅࡜ඹ᭷ࡍࡿࡓࡵࡢ
ࢥ࣮ࢻసᡂࡸ⮬㌟ࡢ⬟ຊ࡟ᠱᛕࢆぬ࠼ࡿ㸬ࢩࢫࢸ࣒౫Ꮡࡢࢥ࣮ࢻ࡞࡝ࡶ Odum Institute ࡀሗ࿌ࡋ࡚࠸ࡓၥ㢟ࡢཎᅉ࡜࡞ࡿࡶࡢ࡛࠶ࡿ㸬 ࡇ࠺ࡋࡓㅖၥ㢟࡟ᑐࡋ㸪ࣛ࢖ࣈࣛࣜ࢔ࣥ࡟࡛ࡁࡿࡇ࡜ࡣከ࠸ࡔࢁ࠺㸬౛࠼ࡤࣛ࢖ࢹࣥ኱Ꮫ
ࡢࣛ࢖ࣈࣛࣜ࢔ࣥࡣ㸪◊✲⪅ࢆᑐ㇟࡟ࡋࡓࣞࢡࢳ࣮ࣕࡸ࣮࣡ࢡࢩࣙࢵࣉࢆ⾜ࡗ࡚࠸ࡿ㸬ෆᐜࡣ᳨ドྍ⬟ᛶࡢࡓࡵࡢࣃࢵࢣ࣮ࢪࢆ⏝ពࡍࡿ᪉ἲࡸ◊✲⪅ࡢ⬟ຊ࡟ࡘ࠸࡚࡛࠶ࡾ㸪ࣃࢵࢣ࣮ࢪඹ᭷ࡢࡓࡵࡢᠱᛕࢆྲྀࡾᡶ࠺ࡇ࡜࡟ᡂຌࡋ࡚࠸ࡿ㸬ࡉࡽ࡟࣮࣡ࢡࢩࣙࢵࣉࡢࡳ࡞ࡽࡎ㸪
Odum Institute ࡢࡼ࠺࡞ᶵ㛵ࡀ࣮࢟ࣗࣞࢩࣙࣥࡢ㐣⛬࡛▱ⓗ㈈⏘ᶒ࡟ࡘ࠸࡚ࡢ☜ㄆࢆ⾜࠺ࡇ࡜࡟ࡼࡾ㸪◊✲⪅ࡢ㈇ᢸࢆῶࡽࡍࡇ࡜ࡀ࡛ࡁࡿ㸬 ࡉࡽ࡟ Sawchuk & Khair㸦2021㸧ࡣศᯒ⎔ቃࢆྵࢇࡔ㆟ㄽ࡟㋃ࡳ㎸ࢇ࡛࠸ࡓ㸬Sawchuk& Khair㸦2021㸧ࡣ᳨ドྍ⬟ᛶࢆࢫ࣌ࢡࢺ࣒ࣛ࡜ࡋ࡚⌮ゎࡍࡿࡼ࠺ᥦၐࡍࡿㄽᩥࢆᘬ⏝ࡋ㸪ࢹ࣮ࢱࡸࢥ࣮ࢻࢆඹ᭷ࡍࡿࡇ࡜ࡣ᳨ドࡍࡿࡇ࡜࡜࢖ࢥ࣮࡛ࣝࡣ࡞࠸࡜㆟ㄽࡋ࡚࠸ࡿ㸬᳨ドྍ⬟ᛶࡢࢫ࣌ࢡࢺ࣒ࣛࡣ㸪㧗࠸᳨ドྍ⬟ᛶ㸦ࢥ࣮ࢻ࡜ࢹ࣮ࢱ㸪ศᯒ⎔ቃ࡟㛵ࡍࡿ᝟ሗ㸧㸪୰⛬ᗘࡢ᳨ドྍ⬟ᛶ㸦ࢥ࣮ࢻ࡜ࢹ࣮ࢱࡢࡳ㸪ศᯒ⎔ቃ࡟㛵ࡍࡿ᝟ሗࡣ࡞ࡋ㸧㸪ప࠸᳨ドྍ⬟ᛶ㸦࢔ࣝࢦࣜࢬ࣒࡜⤖ᯝࡢࡳࢆᥦ♧㸧ࢆᣦࡍ㸬ࡇ࠺ࡋࡓࢫ࣌ࢡࢺ࣒ࣛࢆ⫼ᬒ࡟㸪ࣃࢵࢣ࣮ࢪࡢ
ඹ᭷ࡔࡅ࡛ࡣ୙༑ศ࡛࠶ࡾ㸪➨୕⪅ࡀࣃࢵࢣ࣮ࢪࢆ㛤ࡃࡇ࡜ࡀ࡛ࡁࡿ࠿㸪ࡑࡋ࡚ࡑࢀࢆ⌮ゎࡋ㸪㉮ࡽࡏ㸪෌฼⏝࡛ࡁࡿ࠿࡞࡝ࡲ࡛ࣛ࢖ࣈࣛࣜ࢔ࣥࡣ⪃࠼࡞ࡅࢀࡤ࡞ࡽ࡞࠸࡜ㄽࡌ࡚࠸ࡿ㸬ࡇࡢࡓࡵ࡟ࡣ㸪ࣇ࢓࢖ࣝࡸࣇ࢓࢖ࣝ࡟㛵ࡍࡿグ㏙ࢆ༑ศ࡟ᩚഛࡋ㸪➨୕⪅ࡢࢫ࢟ࣝࣞ࣋ࣝࢆ
⪃៖ࡋ㸪ᖜᗈ࠸ศᯒ⎔ቃ࡟ᑐᛂࡋ㸪ࡉࡽ࡟ࢯࣇࢺ࢙࢘࢔ࡢࣛ࢖ࢭࣥࢫ࡞࡝࡟ࡶẼࢆ㓄ࡽ࡞ࡅࢀࡤ࡞ࡽ࡞࠸࡜ࡋ࡚࠸ࡿ㸬↓ㄽ⌧ᅾࡢ◊✲ᶵ㛵࡛ࡇࡇࡲ࡛ồࡵ࡚࠸ࡿሙᡤࡣ࡞࠸࡜ᛮࢃࢀ
ࡿࡀ㸪ᾏእࡢᶵ㛵ࡀࡇ࠺ࡋࡓ᪉ྥᛶ࡟࠶ࡿࡇ࡜㸪ࡑࡋ࡚ࡑࢀࡣ୍࢝ᅜࡔࡅ࡛࡞ࡃ」ᩘ࢝ᅜ࡟
ࡲࡓࡀࡗࡓࢺࣞࣥࢻ࡛࠶ࡿࡇ࡜ࡣᢚ࠼࡚࠾ࡃᚲせࡀ࠶ࡿࡔࢁ࠺㸬 ᪥ᮏ࡛ࡣᡴ㉺࣭୕㍯㸦2018㸧ࡀᣦ᦬ࡍࡿࡼ࠺࡟㸪ᮍࡔ࡟෌⌧ྍ⬟ᛶ㸦᳨ドྍ⬟ᛶ㸧࡬ࡢ㛵ᚰࡀప࠸㸬᳨ドྍ⬟ᛶ࡟ᑐࡍࡿ㛵ᚰࡢపࡉࡣ㸪ࢹ࣮ࢱࡢᝏ⏝ࢆ⏕ࡴྍ⬟ᛶࡀ࠶ࡿ㸬౛࠼ࡤ᪥ᮏࡣㄽᩥࡢ᧔ᅇ௳ᩘࡀ✺ฟࡋ࡚ከ࠸㸬᧔ᅇࡢ⫼ᬒ࡟ࡣࢹ࣮ࢱࡢᤐ㐀ࡀ࠶ࡿࡀ㸪ࡇࢀࡣࢹ࣮ࢱ
ࡢ୙㏱᫂ࡉࢆチࡋ࡚ࡋࡲ࠺ᵓ㐀ⓗ࡞⌮⏤࠿ࡽࡁ࡚࠸ࡿྍ⬟ᛶࡶᣦ᦬࡛ࡁࡿࡔࢁ࠺㸬་Ꮫ࡞࡝ࡢศ㔝࡟ከ࠸᧔ᅇ࡛ࡣ࠶ࡿࡀ㸪ྠᵝࡢᵓ㐀ࡀ♫఍⛉Ꮫ࡟ࡶ࡞࠸࡜ࡣゝ࠸ษࢀ࡞࠸ࡔࢁ࠺㸬 ௒ᅇᥦ♧ࡋࡓ౛ࡣᨻ἞Ꮫࡢ౛࡛࠶ࡿࡀ㸪௒ᚋࡣ࢔࣓ࣜ࢝ࡢ♫఍Ꮫ࡟ࡶ᳨ドྍ⬟ᛶ࡟㛵ࡍࡿ㆟ㄽࡣཬࡧ㸪ᑗ᮶ⓗ࡟ࡣ࢔ࢡࢭࣉࢺࡉࢀࡓㄽᩥࡢࣃࢵࢣ࣮ࢪࢆᥦฟࡍࡿࡇ࡜ࡀồࡵࡽࢀࡿࡼ࠺࡟࡞ࡿ࠿ࡶࡋࢀ࡞࠸㸬ࡑࡢవἼࡣ᪥ᮏࡢィ㔞◊✲࡟ࡶཬࡧ㸪᪥ᮏ࡟࠾࠸࡚ࡶ᳨ドྍ⬟ᛶ࡟ᑐࡍࡿ㛵ᚰࡀ㧗ࡲࡿྍ⬟ᛶࡀ࠶ࡿࡔࢁ࠺㸬ࡑࡢ㝿࡟㸪RUDA ࡀᢸ࠺ࡇ࡜ࡢ࡛ࡁࡿ୍ࡘ
ࡢᙺ๭࡜ࡋ࡚㸪࣮࢟ࣗࣞࢩࣙࣥࡸ᳨ドࢆ㑅ᢥ⫥࡟ධࢀࡿࡇ࡜࡟ࡼࡾ㸪ࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢ⊂⮬ᛶࢆ♧ࡍࡇ࡜ࡶ࡛ࡁࡿࡔࢁ࠺㸬ϫ බ㛤ᛶ࡜༏ྡᛶࡢၥ㢟ࢹ࣮ࢱඹ᭷࡟࠾࠸࡚ࡣ᝟ሗබ㛤࡜ᅇ⟅⪅ಖㆤࡢ୧❧ࡣᖖ࡟ㄢ㢟࡜࡞ࡾ㸪ᮏࢸ࣮࣐ࡣ 2018ᖺ኱఍ࡢཧຍሗ࿌࡟࠾࠸࡚ࡶྲྀࡾ࠶ࡆࡓ㸦ᮅᒸ࣭㧘ᶫ 2019㸧㸬௒ᅇࡣࡼࡾᐇົ࡟㛵ࢃࡿሗ࿌㹙㈨ᩱ㹛ᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ 5 (31)ࡀ㸱ࡘ࠶ࡾ㸪ᇶ‽ࡣ⤫୍࡛ࡁ࡚ࡶุ᩿࡟ࡘ࠸࡚ࡣྛㄪᰝࡢᛶ㉁࡟ࡼࡿࡇ࡜ࡀඹ㏻ࡋ࡚࠸ࡓ㸬࠸ࡎࢀࡢሗ࿌ࡶᇶᮏⓗ࡞࣮ࣝࣝࡸ࣐ࢽࣗ࢔ࣝࡣ࠶ࡾࡘࡘ㸪ࡑࢀࢆ᭱⤊ⓗ࡟࡝࠺ุ᩿ࡍࡿࡢ
࠿࡜࠸࠺ᢸᙜ⪅ࡢᇶ‽ࡀඹ᭷ࡉࢀ࡚࠸ࡓ㸬
Sullivan & Thompson㸦2021㸧࡛ࡣ࢝ࢼࢲᅜෆࡢ஦౛ࢆࡶ࡜࡟㸪୙᏶඲࡛ᩚࡗ࡚࠸࡞࠸
ㄪᰝ⤖ᯝࡸࢹ࣮ࢱࢭࢵࢺࡢ⟶⌮࡟ࡘ࠸࡚㸪ࡑࡢᩆ῭᪉ἲ࡜ࡑࡢࣜࢫࢡ࡟ࡘ࠸࡚ᐇ౛ࢆ⤂௓ࡋ࡚࠸ࡓ㸬ࢹ࣮ࢱࢭࢵࢺ࡟ࡣ┤᥋࡟ಶேࢆ㆑ูࡋ࠺ࡿࡶࡢࡔࡅ࡛ࡣ࡞ࡃ㸪௚ࡢࢹ࣮ࢱ࡜⤌ࡳྜࢃࡏࡿࡇ࡜࡛≉ᐃࡀࡉࢀ࡚ࡋࡲ࠺᝟ሗࡀ࠶ࡿ㸬౛࠼ࡤ㸪ᆅᇦ᝟ሗࡣಶே≉ᐃ࡟ࡘ࡞ࡀࡾࡸ
ࡍ࠸㸬⸆≀౑⏝࡟㛵ࡍࡿࢹ࣮ࢱ࡟࠾࠸࡚ࡣ㸪ࡑࡢ㝿㸪k-༏ྡᛶ࡜࠸࠺ᇶ‽㸦ྠࡌᒓᛶࡢᅇ⟅⪅ࡀ k ேᮍ‶࠸ࡿ࡜࠸࠺᮲௳㸧ࢆ⏝࠸࡚㸪ྛ㝵⣭࡟ேᩘࡀ 5 ேᮍ‶࡟࡞ࡿሙྜࡣᆅᇦ᝟ሗ
ࢆᾘࡍࡇ࡜࡟ࡼࡗ࡚ᑐᛂࢆࡋ࡚࠸ࡓ㸬࠶ࡿ࠸ࡣỈ㉁ㄪᰝ࡟࠾ࡅࡿᅇ⟅⪅࡟࠾࠸࡚ࡶ㸪ᒃఫᆅ
Ⅼ࡟ࡼࡗ࡚࢚ࢫࢽࢵࢡ࣐࢖ࣀࣜࢸ࢕࡛࠶ࡿࡇ࡜ࡀ᫂ࡽ࠿࡟࡞ࡿࡇ࡜࠿ࡽ㸪බ㛤ࢹ࣮ࢱ࡟࠾
࠸࡚ࡣᒃఫᆅ᝟ሗࢆ㝖࠸࡚࠸ࡿ㸬RUDA ࡢࢡ࣮ࣜࢽࣥࢢ࡟࠾࠸࡚㸪බ㛤࡟㝿ࡋ࡚ᆅⅬࢹ࣮ࢱࢆ๐㝖ࡍࡿሙྜࡶ࠶ࡿࡇ࡜ࡣ
࣐ࢽࣗ࢔࡛ࣝඹ᭷ࡉࢀ࡚࠸ࡿ㸬ࡋ࠿ࡋ㸪ࡇࡢ㝿ࡢᇶ‽ࡣ⌧ᅾ᫂☜࡛ࡣ࡞ࡃ㸪࠶ࡃࡲ࡛ᐤク⪅࡜ࡢ஢ゎ࡟ࡼࡗ࡚ᇶ‽ࡀ㒔ᗘỴࡵࡽࢀ࡚࠸ࡿ㸬౛࠼ࡤᆅⅬ᝟ሗࡀ㔜せ࡞ኚᩘ࡟࡞ࡿሙྜࡣ
๐㝖ࡍࡿࡇ࡜ࡣ㞴ࡋ࠸㸬᭱⤊ⓗ࡟ᐤク⪅࡜ࡢྜពࡀ࠶ࡿࡇ࡜࡟ࡘ࠸࡚ࡣඹ㏻ࡋ࡚࠸ࡿࡀ㸪
Sullivan . & Thompson 㸦2021㸧ࡢሗ࿌ࡢࡼ࠺࡟ k-༏ྡᛶࡢᇶ‽ࢆ౑࠺࡞࡝ࡢᕤኵࢆྲྀࡾ
ධࢀࡓࡾࡍࡿࡇ࡜ࡶ᳨ウࡋ࡚ࡶࡼ࠸࠿ࡶࡋࢀ࡞࠸㸬ࢹ࣮ࢱඹ᭷ࡢ⪃࠼᪉࡟ࡘ࠸࡚ࡣ◊✲⪅㛫࡛ࡢ⌮ゎࡶࡉࡲࡊࡲ࡛࠶ࡿࡔࡅ࡛ࡣ࡞ࡃ㸪Ꮫෆ೔⌮ጤဨ఍㸦Institutional Review Board, IRB㸧࡟࠾࠸࡚ࡶࡑࡢ⌮ゎࡢ⛬ᗘࡣࡉࡲࡊࡲ࡛࠶
ࡿ㸬࢔࣓ࣜ࢝ࡢ 17 ࡢ኱Ꮫࡢ IRB ࡬ࡢ⪺ࡁྲྀࡾㄪᰝ
㸦Kirilova, Kapiszewski & Elman, 2021㸧
࠿ࡽࡣ㸪IRB ࡀᚲࡎࡋࡶࢹ࣮ࢱඹ᭷࡟㓄៖ࡋࡓᑐᛂࡸุ᩿ࢆࡋ࡚࠸ࡿࢃࡅ࡛ࡣ࡞࠸ࡇ࡜ࡀ
᫂ࡽ࠿࡟࡞ࡗࡓ㸬IRB ࡣㄪᰝࡢᐇ᪋࡟ࡘ࠸࡚ࡢ೔⌮ᛶࢆุ᩿ࡍࡿࡶࡢࡢ㸪ࡑࡢᚋࡢඹ᭷࡟
ࡘ࠸࡚ࡢุ᩿ࢆࡍࡿ࡜ࡣ㝈ࡽ࡞࠸㸬ࡉࡽ࡟㸪ࢹ࣮ࢱࡢඹ᭷࡟ࡘ࠸࡚ࡣ IRB ࠿ࡽാࡁ࠿ࡅࡿ
ࡶࡢ࡛ࡣ࡞ࡃ㸪◊✲⪅㛫ࡢఏ㐩ࡸඹ᭷஦㡯࡜ࡋ࡚㸪ಶே࡟௵ࡏࡽࢀࡿ㸬ࡇࡢⅬ࡟ࡘ࠸࡚ IRB
ࡢᢸᙜ⪅ࡓࡕ࠿ࡽࡣ⤫୍ᇶ‽ࡸᙧᘧࡢ୍ᚊ໬ࢆᮃࡴኌࡶୖࡀࡾ㸪ࢹ࣮ࢱࡢᙧᘧࡸ༏ྡ໬ࡢ
᭷↓㸪බ㛤ಖ␃ᮇ㛫࡟㛵ࡋ࡚ࡢᇶ‽ࡀ≉࡟ồࡵࡽࢀ࡚࠸ࡓ㸬Ⓨ⾲⪅ࡽࡣ㒊ᒁ㛫ࡢ⥭ᙇ㛵ಀࢆ
㋃ࡲ࠼ࡓ࠺࠼࡛㸪ࢹ࣮ࢱඹ᭷࡟ࡘ࠸࡚ࡣ IRB ࡔࡅ࡛ࡣ࡞ࡃ࢔࣮࢝࢖ࣈࡸ᝟ሗ⣔ࡢ㒊ᒁ㸪ἲᚊࡢᑓ㛛ᐙࡶ஺࠼࡚㆟ㄽࡍ࡭ࡁࡔ࡜ᥦゝࡋ࡚࠸ࡓ㸬୍⯡࡟᪥ᮏࡢᏛෆ೔⌮ጤဨ఍ࡣ་Ꮫࡸ⏕≀࡜ࡋ࡚ࡢࣄࢺ࡟㛵ࡍࡿ೔⌮つᐃࢆᇶ‽࡜ࡋ࡚࠾ࡾ㸪♫఍⏕άࡸ⤒Ṕ࡞࡝ேࢆᑐ㇟࡜ࡋࡓ♫఍⛉Ꮫ࣭ேᩥ⛉Ꮫࡢ◊✲ࢆ๓ᥦ࡟ࡋ࡚࠾ࡽࡎ㐺ᛂࡀ㞴ࡋ࠸ሙྜࡀ࠶ࡿ㸬ࡋ࠿ࡋࢹࢪࢱࣝ໬࡟ࡼࡗ࡚♫఍⛉Ꮫ⪅࡛ࡶධᡭ࡛ࡁࡿࢹ࣮ࢱࡢ㉁ࡸ㔞ࡣቑ኱ࡋ࡚࠸ࡿ㸬♫఍⛉Ꮫࡢㄪᰝ࡟㐺ࡋࡓ IRB ࡢᇶ‽ࢆᩚ࠼ࡿࡇ࡜ࡶㄢ㢟࡛࠶ࡿࡀ㸪ࡑࡢ㝿ࡣㄪᰝࡢᐇ᪋ࡢࡳ࡞ࡽࡎಖᏑࡶど㔝࡟ධࢀࡓ࢞࢖ࢻࣛ࢖ࣥࡢ⟇ᐃࡀᮃࡲࢀࡿ㸬࠶ࡿ࠸ࡣ EU ࡛ࡣ GDPR㸦୍⯡ࢹ࣮ࢱಖㆤつ๎㸧ࡢไᐃ࡟క࠸㸪ಶே᝟ሗࡢಖㆤࡀཝ᱁
໬ࡋ࡚࠸ࡿࡇ࡜ࢆ♧ࡋࡓሗ࿌ࡶ࠶ࡗࡓ㸦Valaranta, 2021㸧㸬౛♧ࡉࢀࡓࣇ࢕ࣥࣛࣥࢻࡢࢹ࣮
ࢱ࢔࣮࢝࢖ࣈ㸦FDA㸧ࡣ㔞ⓗㄪᰝࡢࡳ࡞ࡽࡎ㉁ⓗㄪᰝࡶᢅࡗ࡚࠸ࡿࡀ㸪࠸ࡎࢀ࡟ࡋ࡚ࡶ༏ྡ
໬࡟࠾࠸࡚ࡢཎ๎ࡣኚࢃࡽ࡞࠸࡜࠸࠺㸬ࡑࡢ 5 ࡘࡢせ⣲ࡣձᑐ㇟⪅࡜ࢧࣥࣉࣜࣥࢢࡢ᪉ἲ㸪ղࢹ࣮ࢱࡢෆᐜࡢุ᩿㸦≢⨥ࡸ⑓Ṕ㸪࣐࢖ࣀࣜࢸ࢕࡞࡝ࡢ᝟ሗࡣ≉࡟Ᏺࡽ࡞ࡅࢀࡤ࡞ࡽ࡞
࠸㸧㸪ճࢹ࣮ࢱࢭࢵࢺࡀసᡂࡉࢀ࡚࠿ࡽࡢᮇ㛫㸦ࢹ࣮ࢱࡢᖺ㱋㸧㸪մ࡯࠿ࡢ㈨ᩱ࠿ࡽᚓࡽࢀࡿ

(32) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ᝟ሗ࡜ࡢ㛵ಀ㸪յ౑࠸ࡸࡍࡉ࡜༏ྡᛶࡢࣂࣛࣥࢫ㸪࡛࠶ࡿ㸬࠸ࡎࢀ࡟ࡋ࡚ࡶࢹ࣮ࢱ࡟ࡼࡗ࡚
༏ྡ໬ฎ⌮ࡢࣉࣛࣥࡣ㐪࠸㸪ᇶ‽ࡸ࢞࢖ࢻࡣ࠶ࡗ࡚ࡶỴᐃࢆࡍࡿࡢࡣㄪᰝ⪅ࡸ࢔࣮࢝࢖ࣈ
ࡢᢸᙜ⪅࡞ࡢ࡛࠶ࡿ㸬ࡉࡽ࡟ࡇࡢᇶ‽ࡸุ᩿ࡣࡑࡢࢹ࣮ࢱࢆ࡝ࡢ⛬ᗘᐜ᫆࡟ධᡭ࡛ࡁࡿࡢ
࠿࡟ࡼࡗ࡚ࡶὶືⓗ࡛࠶ࡿ㸬ᮏሗ࿌࡛ࡣࡑࡢ㝿ࡢカ⦎⏝ࡢ㈨ᩱ࡞࡝ࡶᥖ♧ࡋࡘࡘ㸪ཎ๎ࢆ⌮ゎࡋࡓ࠺࠼࡛ಶࠎேࡀุ᩿࡛ࡁࡿࡼ࠺࡞࢞࢖ࢻࣛ࢖ࣥࡶබ㛤ࡉࢀ࡚࠸ࡿ㸬㉁ⓗࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢྍ⬟ᛶ࡟ࡘ࠸࡚ࡣ㧘ᶫ㸦2020㸧࡛ࡶ㆟ㄽࡋࡓࡀ㸪FDA ࡢྲྀࡾ⤌ࡳ࡟࠾࠸࡚ࡣ㉁ⓗ࡛࠶ࢁ࠺࡜㔞ⓗ࡛࠶ࢁ࠺࡜༏ྡᛶࡢᇶ‽ࡸཎ๎࡟኱ࡁ࡞㐪࠸ࡀ࡞࠸ࡇ࡜ࡀࢃ࠿ࡿ㸬Ϭ ࡲ࡜ࡵ࡜௒ᚋ࡬ࡢᣦ㔪ᮏ✏࡛ࡣ IASSIST ࡢሗ࿌ࢆ࠸ࡃࡘ࠿⤂௓ࡋࡓ㸬IASSIST ࡟࠾࠸࡚ࡣ౛ᖺ࠿ࡽ኱ࡁ࡞ࢸ࣮
࣐ࡢኚືࡣ࡞࠿ࡗࡓࡀ㸪2019 ᖺ኱఍ࡼࡾ㆟ㄽࡸᡭἲ㸪ᐇ㊶ࡀ῝ࡲࡗ࡚࠸ࡿࡇ࡜ࡣ☜࠿࡛࠶ࡗࡓ㸬ከࡃࡢሗ࿌ࡀ༢୍ࡢㄪᰝࡸ◊✲ࡢ⤖ᯝࡢࡳ࡞ࡽࡎ㸪ࡑࡢඛࡢⓎᒎⓗ㐃ᦠࢆᥦゝࡋ࡚࠾ࡾ㸪௒ᚋࡢ CSI ࡸ RUDA ࡢᴗົࡸ◊✲࡟࠾ࡅࡿ♧၀࡜࡞ࡗࡓ㸬౛࠼ࡤࢹ࣮ࢱඹ᭷ࡀ㐍ࡴ୰࡛ࡢㄢ㢟࡜࡞ࡿᅇ⟅⪅ࡢಖㆤࡸ೔⌮ⓗ࡞ၥ㢟ࢆ㆟ㄽࡍࡿࡓࡵ࡟ࡣ㸪␗࡞ࡿᑓ㛛ศ㔝ࡢ◊✲⪅ࡸ␗࡞ࡿ㒊ᒁࡢᢸᙜ⪅࡜ࡢᑐヰࡀྍ⬟࡟࡞ࡿࣉࣛࢵࢺࣇ࢛࣮࣒ࡢᵓ⠏ࡀồࡵࡽࢀࡿ㸬࠶ࡿ࠸ࡣ᳨ドࡸ࣮࢟ࣗࣞࢩࣙࣥ࡟㛵ࡍࡿ㆟ㄽࡸᨭ᥼ࢆࡍࡿࡓࡵ࡟ࡣ㸪࢔࣮࢝࢖ࣈࡈ࡜ࡢ⊂⮬ᛶࢆಖࡕࡘࡘ㸪ᅜෆእࡢࢹ࣮ࢱ࢔࣮࢝࢖ࣈ㛫࡛ࡢ᝟ሗඹ᭷ࡀᚲせ࡟࡞ࢁ࠺㸬኱Ꮫ࡛ࡢ」ᩘࡢ
㒊ᒁ࡜ࡢ㐃ᦠࡸ኱Ꮫ㛫ࡢ㐃ᦠ㸪࠶ࡿ࠸ࡣᅜᐙつᶍ࡛ࡢࣉࣟࢪ࢙ࢡࢺࡢሙྜࡶ࠶ࡾ㸪᪥ᮏ࡛ᐇ⌧ࡍࡿࡓࡵ࡟ࡣ CSI ࡸ❧ᩍ኱Ꮫ࡟ࡼࡿ࣎ࢺ࣒࢔ࢵࣉࡢ஦ᴗࡢࡳ࡞ࡽࡎ㸪ࡼࡾᗈ࠸ᯟ⤌ࡳ࡛ࡢ༠ຊࡸ㐃ᦠ㸪ࢺࢵࣉࢲ࢘ࣥࡢ஦ᴗෆ࡛ࡢ㐃ᦠ࡬ࡢཧຍࡶ㐍ࡵ࡚࠸ࡃᚲせࡀ࠶ࢁ࠺㸬ᮏᩥ୰ゝཬࡢ IASSIST2021 ࡛ࡢሗ࿌Hettne, K., Proppert, R., Nab, L., Saunero, P. R., & Gawehns, D. 2021, ReprohackNL
2019: Enhancing research reproducibility at Dutch Universities.
Kellam, L., Block, B, & Kowalski, B.,2021, Crafting a Sustainable Reproducibility
Service and Archive.
Kirilova D., Kapiszewski, D.& Elman, C., 2021, Optimizing Openness in Human
Subjects Research: Balancing Transparency and Protection.
Luo, J., 2021, Building Data Literacy Suite in the Humanities: A Hands-on Approach.
Sullivan, C., & Thompson, Y., 2021, Mathematics, Risk, and Messy Survey Data.
Sawchuk, S., & Khair, S., 2021, Computational reproducibility: A simplified frameworkfor data curators.
Thompson, C., & Christian, T., 2021, Computational reproducibility: Examining
verification errors and frictions.
Valaranta, A., 2021, How to guide anonymisation?

㹙㈨ᩱ㹛ᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ 5 (33)ཧ⪃ᩥ⊩ᮅᒸㄔ࣭㧘ᶫ࠿࠾ࡾ㸪2019㸪ࠕᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ㸰ɆɆɆIASSIST ᖺḟ኱఍ࡢሗ࿌࠿ࡽࠖࠗ♫఍࡜⤫ィ࠘5:33-40㸬
Corti, L, V. den Veerle, E., Bishop, L., 㸤 Woollard, M., 2014, Managing and Sharing

Research Data:A Guide to Good Practice, second Edition. London: Sage Publications.
Ltd.
Freese, J., & Peterson, D. 2017 “Replication in Social Science,” Annual Review ofSociology, 43(1), 147-165.
஬༑ᔒᙲ࣭㧘ᶫ࠿࠾ࡾ㸪2020㸪ࠕᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ 3ɆɆɆIASSIST ᖺḟ኱఍ࡢሗ࿌࠿ࡽࠖࠗ♫఍࡜⤫ィ࠘6: 75-82㸬
஬༑ᔒᙲ࣭㧘ᶫ࠿࠾ࡾ㸪2021㸪
ࠕᾏእࢹ࣮ࢱ࢔࣮࢝࢖ࣈࡢືྥ 4ɆɆɆJSM ᖺḟ኱఍ࡢሗ࿌
࠿ࡽࠖࠗ♫఍࡜⤫ィ࠘7: 33-40㸬
Open Science Collaboration. 2015, “Estimating the reproducibility of psychologicalscience,” Science, 349(6251).
㧘ᶫ࠿࠾ࡾ㸪2020㸪
ࠕ㉁ⓗࢹ࣮ࢱ࢔࣮࢝࢖ࣈᵓ᝿ࡢ⌧≧࡜ㄢ㢟̿̿ᩘ್໬ࡉࢀ࡚࠸࡞࠸ㄪᰝ
ࢹ࣮ࢱࡢಖᏑ࡜ά⏝࡟ྥࡅ࡚ࠖ
ࠗ♫఍࡜⤫ィ࠘6: 65-74㸬
ᡴ㉺ᩥᘺ࣭୕㍯ဴ㸪2018㸪ࠕ♫఍⛉Ꮫศ㔝࡟࠾ࡅࡿ෌⌧ᛶ࣏ࣜࢩ࣮ࡢᴫせ࡜௒ᚋࡢㄢ㢟ؐؐ⤒῭Ꮫ࣭ᨻ἞Ꮫ࣭♫఍Ꮫࢆ୰ᚰ࡜ࡋࡓࣞࣅ࣮ࣗࠖࠗSSJ Data Archive Research Paper
Series࠘ 66㸬

(34) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

Summary

Trends in Foreign Data Archives 5: From the Presentations at the Annual IASSIST Conference
Kaori Takahashi
Akira Igarashi
Social research data is a public good that contributes to the future developmentof society, and thus we need to facilitate an environment in which people can use dataappropriately. This paper reports on cutting-edge research and projects presented at theInternational Association for Social Science Information Service and Technology(IASSIST) held online in May 2021. Based on these presentations, we propose future
directions for the Center for Statistics and Information (CSI) and Rikkyo University
Data Archive (RUDA).
Key words: data archives, data usage, data sharing㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (35)2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌‫♫ ڦ‬఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮㛗Ỉୖ ᚭ⏨ ᩍᤵ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 2 ᭶ 25 ᪥Ꮫ఍ྡ➼㸸International Sociological Association IV Forum of Sociology, Challenges ofthe 21st Century: Democracy, Environment, Inequalities, Intersectionality
ሙᡤ㸸Porto Alegre, Brazil, Onlineࢭࢵࢩ࣭ࣙࣥ࢜ࣝ࢞ࢼ࢖ࢨ࣮㸸Andrey Rezaev, Tetsuo MizukamiⓎ⾲ࢸ࣮࣐㸸 “Comparative Research in Transnational Migration”
᪥᫬㸸2021 ᖺ 6 ᭶ 25 ᪥Ꮫ఍ྡ➼㸸Conference, East Asian Sociological Association, The New Normal in Post
Pandemicሙᡤ㸸Samick Hall (# 220), Seoul National University Asia Center, Korea & online
meetingⓎ⾲⪅㸸Tetsuo MizukamiⓎ⾲ࢸ࣮࣐㸸“Chinese in Japanese ‘Lockdown’?: The Impact of the COVID-19 State ofEmergency upon Migrant Community in Tokyo”
᪥᫬㸸2021 ᖺ 10 ᭶ 29 ᪥Ꮫ ఍ ྡ ➼ 㸸 The 2nd Congress of East Asian Sociological Association, Social
Transformation in Asia: Before and After Covid-19
ሙᡤ㸸Pukyong National University, Busan, Korea & online meetingࢳ࢙࢔㸸 Tetsuo MizukamiⓎ⾲ࢸ࣮࣐㸸 Sociology of Culture (2)㸰㸬◊✲ㄽᩥ࣭ⴭ᭩
᭩⡠ྡ㸸ࠗࢢ࣮ࣟࣂࣝ໬᫬௦ࡢᾏእ᪥ᮏே♫఍࠘ྜྷཎ࣭ᶫᮏ࣭௒㔝㸦⦅㸧ࢱ࢖ࢺࣝ㸸ࠕ࣮࢜ࢫࢺࣛࣜ࢔ࡢ᪥ᮏேࢥ࣑ࣗࢽࢸ࢕ࡢ≉ᚩ࡜ኚㇺࠖⓎ⾜ᶵ㛵㸸ᚚⲔࡢỈ᭩ᡣⓎ⾜ᖺ᭶㸸 2021 ᖺ 2 ᭶ⴭ⪅Ặྡ㸸Ỉୖ ᚭ⏨

(36) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

ᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸༢ⴭ
᭩⡠ྡ㸸Urban Development and Social Change in Megacities in East Asia: Seoul,
Tokyo and Shanghai in the Past and Present. D. Chang, D. Nomiya, and H. Zhang(eds.)
ࢱ࢖ࢺࣝ㸸“The Transformation of Social Ties and Communities in Three Cities”Ⓨ⾜ᶵ㛵㸸 Tokyo: Chuo University PressⓎ⾜ᖺ᭶㸸2021 ᖺ 4 ᭶ⴭ⪅Ặྡ㸸B. Cheong, Y. Hao, Tetsuo Mizukamiᥖ㍕✀ู㸸Article
ඹⴭ༊ศ㸸Co-author㸱㸬౫㢗ㅮ₇᪥᫬㸸2021 ᖺ 11 ᭶ 21 ᪥ ༗ᚋ 3 ᫬ 00 ศ㹼4 ᫬ 30 ศ
ㅮ₇ྡ㸸㧗ᓥᖹከᩥ໬ㅮᗙ ࡳࢇ࡞࡛ከᩥ໬࣭ከୡ௦ᆺᆅᇦ࡙ࡃࡾ
୺ദ㸸≉ᐃ㠀Ⴀ฼άືἲே ASIAN COMMUNITY TAKASHIMADAIRA㸦NPO ἲே㧗ᓥ
ᖹ ACT㸧
ሙᡤ㸸㧗ᓥᖹᅋᆅ 3㸫10̺1 ྕᲷ㞟఍ᡤㅮᖌ㸸Ỉୖ ᚭ⏨
ㅮ₇ࢸ࣮࣐㸸
ࠕᮾிࡢ୰ࡢእᅜேࢥ࣑ࣗࢽࢸ࢕ࠖ
ᑐ㇟㸸㧗ᓥᖹࢥ࣑ࣗࢽࢸ࢕‫ ڦ‬ᨻᗓ⤫ィ㒊఍  㒊఍ู◊✲άື➼㸯㸬◊✲ㄽᩥ࣭ⴭ᭩
ᥖ㍕ㄅྡ㸸ࠗ♫఍࡜⤫ィ࠘➨ 8 ྕࢱ࢖ࢺࣝ㸸ࠕ⤒῭⤫ィᏛ఍඲ᅜ◊✲኱఍࢜ࣥࣛ࢖ࣥฟᙇሗ࿌ࠖ㸦pp.17-25㸧
Ⓨ⾜ᶵ㛵㸸❧ᩍ኱Ꮫ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮Ⓨ⾜ᖺ᭶㸸 2022 ᖺ 2 ᭶ⴭ⪅Ặྡ㸸Ḉᮏ ೺ࠊ℈ᮏ ┿୍ᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸ඹⴭ

㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (37)Ḉᮏ ೺ ෸ᩍᤵ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 5 ᭶ 8 ᪥Ꮫ఍ྡ➼㸸⤒῭⤫ィᏛ఍ᮾ໭࣭㛵ᮾᨭ㒊 5 ᭶౛఍࢜ࣥࣛ࢖ࣥ
Ⓨ⾲⪅㸸Ḉᮏ ೺Ⓨ⾲ࢸ࣮࣐㸸
ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟ྥࡅࡓࢹࢪࢱࣝ⤫ィࡢ฿㐩Ⅼࠖ᪥᫬㸸2021 ᖺ 5 ᭶ 8 ᪥Ꮫ఍ྡ➼㸸Working Party on National Accounts, 5th meeting of the Informal Advisory
Group on measuring GDP in the Digital Economy, 9-10 June 2021 13h30
Paris, Franceሙᡤ㸸࢜ࣥࣛ࢖ࣥ
Ⓨ⾲⪅㸸Takeshi SakuramotoⓎ⾲ࢸ࣮࣐㸸The OECD Digital SUTs for 2015 and 2018 in Japanͤෆ㛶ᗓ⤒῭♫఍⥲ྜ◊✲ᡤ◊✲༠ຊ⪅࡜ࡋ࡚ࠊෆ㛶ᗓࡢ௦⌮࡛ཧຍሗ࿌
᪥᫬㸸2021 ᖺ 6 ᭶ 28 ᪥Ꮫ఍ྡ➼㸸❧ᩍ኱Ꮫ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮⤫ィ◊✲఍ࠊ⤒῭⤫ィ◊✲఍Ⓨ⾲⪅㸸Ḉᮏ ೺Ⓨ⾲ࢸ࣮࣐㸸
ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖ᪥᫬㸸2021 ᖺ 7 ᭶ 14 ᪥Ꮫ఍ྡ➼㸸❧ᩍ኱Ꮫ⤒῭Ꮫ㒊⌮ㄽィ㔞࣮࣡ࢡࢩࣙࢵࣉ 2021 ᖺᗘ➨ 1 ᅇⓎ⾲⪅㸸Ḉᮏ ೺Ⓨ⾲ࢸ࣮࣐㸸
ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖ᪥᫬㸸2021 ᖺ 9 ᭶ 30 ᪥Ꮫ఍ྡ➼㸸⥲ົ┬⤫ィጤဨ఍ᢸᙜᐊ୺ദ㸦ጤク࢚࣒࣭࢔࣮࣭ࣝ࢔࢖࣭࢔ࢯࢩ࢚࢖ࢶᰴᘧ఍
♫㸧ࠕබⓗ⤫ィ࡟㛵ࡍࡿᅜ㝿ẚ㍑ྍ⬟ᛶ࡟㛵ࡍࡿㄪᰝ◊✲(⤒῭⤫ィ⦅)ࠖ➨ 1 ᅇ◊✲఍Ⓨ⾲⪅㸸Ḉᮏ ೺Ⓨ⾲ࢸ࣮࣐㸸
ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖ᪥᫬㸸2021 ᖺ 10 ᭶ 16 ᪥Ꮫ఍ྡ➼㸸⤒῭⤫ィᏛ఍඲ᅜ◊✲኱఍࢜ࣥࣛ࢖ࣥࢭࢵࢩࣙࣥᅜẸ⤒῭ィ⟬࣭ᅜ㝿཰ᨭࡢㅖ

(38) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕၥ㢟Ⓨ⾲⪅㸸Ḉᮏ ೺Ⓨ⾲ࢸ࣮࣐㸸
ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖ᪥᫬㸸2021 ᖺ 10 ᭶ 30 ᪥Ꮫ఍ྡ➼㸸⎔ኴᖹὒ⏘ᴗ㐃㛵ศᯒᏛ఍➨ 32 ᅇ㸦2021 ᖺᗘ㸧඲ᅜ኱఍ࣉࣟࢢ࣒ࣛ A ఍ሙ᝟ሗ໬ሙᡤ㸸୰㔝ࢧࣥࣉࣛࢨ
Ⓨ⾲⪅㸸Ḉᮏ ೺Ⓨ⾲ࢸ࣮࣐㸸
ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖ᪥᫬㸸2021 ᖺ 12 ᭶ 10 ᪥Ꮫ఍ྡ➼㸸⥲ົ┬⤫ィጤဨ఍ᢸᙜᐊ୺ദ㸦ጤク࢚࣒࣭࢔࣮࣭ࣝ࢔࢖࣭࢔ࢯࢩ࢚࢖ࢶᰴᘧ఍
♫㸧ࠕබⓗ⤫ィ࡟㛵ࡍࡿᅜ㝿ẚ㍑ྍ⬟ᛶ࡟㛵ࡍࡿㄪᰝ◊✲(⤒῭⤫ィ⦅)ࠖ➨ 1 ᅇ◊✲఍Ⓨ⾲⪅㸸Ḉᮏ ೺Ⓨ⾲ࢸ࣮࣐㸸
ࠕࢹࢪࢱࣝ SUT㸸࢔࣓ࣜ࢝ BEA ࡜࣮࢜ࢫࢺࣛࣜ࢔ ABS ࡢᡭἲࠖ㸰㸬◊✲ㄽᩥ࣭ⴭ᭩
ᥖ㍕ㄅྡ㸸ࠗ⤫ィ࠘2021 ᖺ㸵᭶ྕࢱ࢖ࢺࣝ㸸
ࠕ2025 ᖺᡂ❧ࡢ SNA ࡟࠾ࡅࡿࢹࢪࢱࣛ࢖ࢮ࣮ࢩࣙࣥࡢィ ࠖ
㸦pp.32-38㸧
Ⓨ⾜ᶵ㛵㸸᪥ᮏ⤫ィ༠఍Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 7 ᭶ⴭ⪅Ặྡ㸸Ḉᮏ ೺ᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸༢ⴭ

㸱㸬౫㢗◊ಟ
᪥᫬㸸2021 ᖺ 5 ᭶ 24 ᪥ࠊ26 ᪥ࠊ28 ᪥◊ಟྡ㸸௧࿴ 3 ᖺᗘ⤒῭♫఍㛵㐃⤫ィ◊ಟࠕGDP ࢆᏛࡪࠖ୺ദ㸸ෆ㛶ᗓ⤒῭♫఍⥲ྜ◊✲ᡤ⤒῭◊ಟᡤሙᡤ㸸࢜ࣥࣛ࢖ࣥ
ㅮᖌ㸸Ḉᮏ ೺ᑐ㇟㸸ෆ㛶ᗓ⫋ဨࠊྛ┬ᗇ⫋ဨ㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (39)᪥᫬㸸2021 ᖺ 6 ᭶ 2 ᪥ࠊ4 ᪥ࠊ7 ᪥◊ಟྡ㸸௧࿴ 3 ᖺᗘ⤒῭♫఍㛵㐃⤫ィ◊ಟࠕᅜẸ⤒῭ィ⟬㸦SNA㸧ࢫࢸࢵࣉ࢔ࢵࣉࠖ
୺ദ㸸ෆ㛶ᗓ⤒῭♫఍⥲ྜ◊✲ᡤ⤒῭◊ಟᡤሙᡤ㸸࢜ࣥࣛ࢖ࣥ
ㅮᖌ㸸Ḉᮏ ೺ᑐ㇟㸸ෆ㛶ᗓ⫋ဨࠊྛ┬ᗇ⫋ဨ᪥᫬㸸2021 ᖺ 5 ᭶ 31 ᪥ࠊ6 ᭶ 1 ᪥ࠊ6 ᭶ 3 ᪥◊ಟྡ㸸2021 ᖺᗘ⤫ィᑓ㛛ㄢ⛬ࠕᅜẸ⤒῭ィ⟬࣭┴Ẹ⤒῭ィ⟬ࠖ୺ദ㸸⥲ົ┬⤫ィ◊✲◊ಟᡤሙᡤ㸸࢜ࣥࣛ࢖ࣥ
ㅮᖌ㸸Ḉᮏ ೺ᑐ㇟㸸ᅜᐙබົဨࠊᆅ᪉බົဨࠊᨻᗓ㛵ಀᶵ㛵ࡢ⫋ဨ᪥᫬㸸2021 ᖺ 10 ᭶ 4 ᪥ࠊ10 ᭶ 21 ᪥ࠊ11 ᭶ 11 ᪥ࠊ12 ᭶ 9 ᪥◊ಟྡ㸸᪥ᮏ஺㏻බ♫⤫ィㅮᗙ㸦඲ 6 ᅇㅮᗙ࡛ 4 ᅇḈᮏࡀᘬࡁཷࡅ㸧୺ദ㸸බ┈㈈ᅋἲே᪥ᮏ஺㏻බ♫ሙᡤ㸸࢜ࣥࣛ࢖ࣥ
ㅮᖌ㸸Ḉᮏ ೺ᑐ㇟㸸᪥ᮏ஺㏻බ♫ࡢ⫋ဨͤྠ㈈ᅋἲேࡼࡾ CSI ࡟౫㢗ࡀ࠶ࡾ㸪⤖ᯝⓗ࡟ಶูࡢศ㔝ࡢ◊✲⪅࡛ㄪᩚࡋ࡚ᐇ᪋ࡋࡓ㸬Ᏻ⸨ 㐨ே ෸ᩍᤵ㸯㸬◊✲ㄽᩥ࣭ⴭ᭩
ᥖ㍕ㄅྡ㸸IZA Journal of Labor Policy, 11:4, 1-50
ࢱ࢖ࢺࣝ㸸Does Universal Long-term Care Insurance Boost Female Labor Force
Participation? Macro-level EvidenceⓎ⾜ᶵ㛵㸸SciendoⓎ⾜ᖺ᭶㸸 2021 ᖺ 6 ᭶ⴭ⪅Ặྡ㸸Ᏻ⸨ 㐨ேࠊྂᕷ ᑗேࠊ㔠Ꮚ ⬟ᏹᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸ඹⴭ
ⴭ᭩ྡ㸸ࠗ᪥ᮏࡢᒃఫಖ㞀 ᐃ㔞ศᯒ࡜ᅜ㝿ẚ㍑࠿ࡽ⪃࠼ࡿ࠘㸪➨ 3 ❶㸪61-85

(40) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕࢱ࢖ࢺࣝ㸸ࠕ⏕άಖㆤ࡟ࡼࡿ⢭⚄⛉㛗ᮇධ㝔㸸1956 ᖺࠗᅾ㝔⢭⚄㞀ᐖ⪅ᐇែㄪᰝ࠘ཎ⚊ࡢศᯒࠖⓎ⾜ᶵ㛵㸸៞᠕⩏ሿ኱Ꮫฟ∧఍Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 4 ᭶ⴭ⪅Ặྡ㸸Ᏻ⸨ 㐨ேࠊᾆᕝ 㑥ኵᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸ඹⴭ
ᥖ㍕ㄅྡ㸸ࠗ♫఍⛉Ꮫ◊✲࠘72-1: 129-158ࢱ࢖ࢺࣝ㸸ࠕ᪂ᆺࢥࣟࢼ༴ᶵ࡬ࡢ㈈ᨻⓗᑐᛂ㸸2020 ᖺ๓༙ᮇࡢグ㘓ࠖⓎ⾜ᮇ㛫㸸ᮾி኱Ꮫ♫఍⛉Ꮫ◊✲ᡤⓎ⾜ᖺ᭶㸸2021 ᖺ 5 ᭶ⴭ⪅Ặྡ㸸Ᏻ⸨ 㐨ேࠊྂᕝ ▱ᚿ㞝ࠊ୰⏣ ኱ᝅࠊゅ㇂ ࿴ᙪᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸ඹⴭ
ᥖ㍕ㄅྡ㸸ࠗ❧ᩍ⤒῭Ꮫ◊✲࠘Vol.75, No.1, pp.113-151
ࢱ࢖ࢺࣝ㸸ࠕಖ⫱ᅬ࣭ᐙ஦⫱ඣศᢸ࣭࣮࣡ࢡࣛ࢖ࣇࣂࣛࣥࢫࢆࡵࡄࡿẕぶࡢⱞᝎ㸸ಖ⫱ᡤධᡤ⏦ㄳୡᖏㄪᰝࡢ⮬⏤グ㏙࠿ࡽࠖⓎ⾜ᮇ㛫㸸❧ᩍ኱Ꮫ⤒῭Ꮫ◊✲఍Ⓨ⾜ᖺ᭶㸸2021 ᖺ 5 ᭶ⴭ⪅Ặྡ㸸Ᏻ⸨ 㐨ேࠊ๓⏣ ṇᏊᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸ඹⴭ
ᥖ㍕ㄅྡ㸸ࠗ❧ᩍ⤒῭Ꮫ◊✲࠘Vol.73, No.3, pp.110-115
ࢱ࢖ࢺࣝ㸸ࠕᒃఫ⎔ቃ࣭㏆㞄⎔ቃࡀపᡤᚓᒙ࡟୚࠼ࡿᙳ㡪̿̿"Moving to Opportunity"ᐇ㦂࠿ࡽࡢ♧၀̿̿ࠖ
Ⓨ⾜ᮇ㛫㸸❧ᩍ኱Ꮫ⤒῭Ꮫ◊✲఍Ⓨ⾜ᖺ᭶㸸2021 ᖺ 3 ᭶ⴭ⪅Ặྡ㸸Ᏻ⸨ 㐨ேᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸༢ⴭ

㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (41)℈ᮏ ┿୍ ຓᩍ㸯㸬◊✲ㄽᩥ࣭ⴭ᭩ᥖ㍕ㄅྡ㸸ࠗ♫఍Ꮫᖺሗ࠘
ࢱ࢖ࢺࣝ㸸ࠕᩍ⫱㐩ᡂࡢศᕸ᱁ᕪ࡜㓄ศ᱁ᕪ̿̿㏲ḟࣟࢪࢵࢺせᅉศゎ࡟ࡼࡿᩍ⫱᱁ᕪኚືศᯒࠖⓎ⾜ᶵ㛵㸸ᮾ໭♫఍Ꮫ఍Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 9 ᭶ⴭ⪅Ặྡ㸸℈ᮏ ┿୍ᥖ㍕✀ู㸸ㄽᩥ㸦Ꮫ⾡ㄅ㸧ඹⴭ༊ศ㸸༢ⴭᥖ㍕ㄅྡ㸸ࠗᛂ⏝♫఍Ꮫ◊✲࠘ࢱ࢖ࢺࣝ㸸ࠕᅜ⚾❧୰Ꮫᰯ㐍Ꮫ࡟࠾ࡅࡿ୙ᖹ➼⏕ᡂ㐣⛬̿̿㝵ᒙຠᯝࡢศゎ࡟ࡼࡿཷ㦂᱁ᕪ࡜㐍Ꮫ᱁ᕪࡢศᯒࠖ
Ⓨ⾜ᶵ㛵㸸❧ᩍ኱Ꮫ♫఍Ꮫ㒊Ⓨ⾜ᖺ᭶㸸 2022 ᖺ 3 ᭶㸦ணᐃ㸧ⴭ⪅Ặྡ㸸℈ᮏ ┿୍ᥖ㍕✀ู㸸ㄽᩥ㸦Ꮫ㒊⣖せ㸧ඹⴭ༊ศ㸸༢ⴭ
ⴭ᭩ྡ㸸ࠗᑡᏊ㧗㱋♫఍ࡢ㝵ᒙᵓ㐀 1 ே⏕ึᮇࡢ㝵ᒙᵓ㐀࠘ࢱ࢖ࢺࣝ㸸ࠕᩍ⫱㐩ᡂ᱁ᕪᵓ㐀ࡢ࡞࠿ࡢ୰Ꮫᰯ̿̿ᅜ⚾❧୰ᚰᏛᰯ㐍Ꮫ࡜ࡑࡢᆅᇦᕪ࡟╔┠ࡋ࡚ࠖⓎ⾜ᶵ㛵㸸ᮾி኱Ꮫฟ∧఍Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 7 ᭶ⴭ⪅Ặྡ㸸℈ᮏ ┿୍ᥖ㍕✀ู㸸ⴭ᭩㸦ᑓ㛛᭩㸧ඹⴭ༊ศ㸸ඹྠᇳ➹㸰㸬౫㢗ㅮ₇᪥᫬㸸2021 ᖺ 12 ᭶ 20 ᪥ ༗๓ 11 ᫬ 00 ศ㹼12 ᫬ 00 ศ
ㅮ₇ྡ㸸᪥ᮏᩍ⫋ဨ⤌ྜᑡேᩘᏛ⣭࡟ྥࡅࡓㄪᰝሗ࿌఍
୺ദ㸸᪥ᮏᩍ⫋ဨ⤌ྜሙᡤ㸸᪥ᮏᩍ⫋ဨ⤌ྜᮏ㒊(42) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕㅮᖌ㸸℈ᮏ ┿୍ㅮ₇ࢸ࣮࣐㸸ࠕᑡேᩘᏛ⣭ࡢᐇ⌧࡟ྥࡅࡓ᪥ᮏࡢᏛᰯᩍ⫱ࡢㄢ㢟࣑̿ࢡ࣭࣐ࣟࢡࣟࢹ࣮ࢱ
ࢆ⏝࠸ࡓᅜ㝿ẚ㍑࡜ᐇドⓗ᳨ド̿ࠖᑐ㇟㸸᪥ᮏᩍ⫋ဨ⤌ྜဨ‫♫ ڦ‬఍ㄪᰝ㒊఍  㒊఍ู◊✲άື➼㸯㸬◊✲ㄽᩥ࣭ⴭ᭩ᥖ㍕ㄅྡ㸸ࠗ♫఍࡜ㄪᰝ࠘➨ 27 ᕳࢱ࢖ࢺࣝ㸸ࠕࢹ࣮ࢱ࢔࣮࢝࢖ࣈ࡟࠾ࡅࡿ DDI ࡢព⩏࡜ㄢ㢟̿̿RUDA ࡢᐇ㊶ࢆ஦౛࡜ࡋ
࡚ࠖ
㸦pp.39㸫pp.45㸧
Ⓨ⾜ᶵ㛵㸸୍⯡♫ᅋἲே ♫఍ㄪᰝ༠఍
Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 9 ᭶ⴭ⪅Ặྡ㸦ඹⴭ⪅ྵ㸧㸸㧘ᶫ ࠿࠾ࡾࠊ஬༑ᔒ ᙲᥖ㍕✀ู㸸ㄽᩥ㸦ᣍᚅ㸧ඹⴭ༊ศ㸸ඹⴭ

㸰㸬ᅜ㝿఍㆟ฟᖍ᪥᫬㸸2021 ᖺ 5 ᭶ 17 ᪥㹼20 ᪥
఍㆟ྡ➼㸸IASSIST 2021 GLOBAL VIRTUAL CONFERENCE (GVC)ሙᡤ㸸࢜ࣥࣛ࢖ࣥཧຍ
ฟᖍ⪅㸸஬༑ᔒ ᙲࠊ㧘ᶫ ࠿࠾ࡾཧຍ┠ⓗ㸸ᅜ㝿఍㆟ฟᖍ࡞ࡽࡧ࡟ᾏእࡢㄪᰝᢏ⾡ࡸ⤫ィᡭἲࠊ࢔࣮࢝࢖ࣈࡢࢹ࣮ࢱά⏝࡟㛵ࡍࡿືྥㄪᰝ

ᒾ㛫 ᬡᏊ ᩍᤵ㸯㸬◊✲ㄽᩥ࣭ⴭ᭩ᥖ㍕ㄅྡ㸸ࠗసᴗ⒪ἲࢪ࣮ࣕࢼࣝ࠘55 ᕳ 7 ྕࢱ࢖ࢺࣝ㸸ࠕ᪂ᆺࢥࣟࢼ࢘࢖ࣝࢫ࡜ࠗᐙ᪘࠘㸫ࠗ㏆௦ᐙ᪘࠘࡬ࡢᅇᖐ࡜ࠗᐙ᪘࠘ࡢ⫧኱໬ࠖⓎ⾜ᶵ㛵㸸୕㍯᭩ᗑ
Ⓨ⾜ᖺ᭶㸸2021 ᖺ 6 ᭶ⴭ⪅Ặྡ㸸ᒾ㛫 ᬡᏊᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸༢ⴭ

㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (43)ⴭ᭩ྡ㸸ࠗၥ࠸࠿ࡽࡣࡌࡵࡿᐙ᪘♫఍Ꮫ㸫ከᵝ໬ࡍࡿᐙ᪘ࡢໟᦤ࡟ྥࡅ࡚㸦ᨵゞ∧㸧࠘Ⓨ⾜ᶵ㛵㸸᭷ᩫ㛶Ⓨ⾜ᖺ᭶㸸2022 ᖺ 3 ᭶㸦ணᐃ㸧ⴭ⪅Ặྡ㸸ᒾ㛫 ᬡᏊࠊ኱࿴ ♩Ꮚࠊ⏣㛫 ὈᏊᥖ㍕✀ู㸸ⴭ᭩㸦᭩⡠㸧ඹⴭ༊ศ㸸ඹⴭ

㸰㸬౫㢗ㅮ₇᪥᫬㸸2021 ᖺ 5 ᭶ 22 ᪥
ㅮ₇ྡ㸸᪥ᮏᏛ⾡఍㆟➨ 25 ᮇ➨ 3 ᅇከᩥ໬ඹ⏕ศ⛉఍୺ദ㸸᪥ᮏᏛ⾡఍㆟ᆅᇦ◊✲ጤဨ఍ከᩥ໬ඹ⏕ศ⛉఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദㅮᖌ㸸ᒾ㛫 ᬡᏊ
ㅮ₇ࢸ࣮࣐㸸ࠕ࣐ࠗ࢖ࣀࣜࢸ࢕࠘ࡢᶒ฼࡜᪥ᮏࡢㄢ㢟㸫ࠗᅜ㝿ⓗᇶ‽࠘ࢆཧ↷㍈࡜ࡋ࡚⪃࠼ࡿࠖᑐ㇟㸸᪥ᮏᏛ⾡఍㆟ᆅᇦ◊✲ጤဨ఍ከᩥ໬ඹ⏕ศ⛉఍ጤဨ㧗ᮌ ᜏ୍ ᩍᤵ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 9 ᭶ 11 ᪥Ꮫ఍ྡ➼㸸᪥ᮏ㒔ᕷ♫఍Ꮫ఍➨ 39 ᅇ኱఍ሙᡤ㸸㱟㇂኱Ꮫ㸦࢜ࣥࣛ࢖ࣥ㛤ദ㸧
Ⓨ⾲⪅㸸㧗ᮌ ᜏ୍Ⓨ⾲ࢸ࣮࣐㸸
ࠕ᪂ᆺࢥࣟࢼ࢘࢖ࣝࢫ⚝࡟ࡼࡿ⏕άኚᐜ࣑̿̿ࢽࢥ࣑ࢆᡭࡀ࠿ࡾ࡟ ࠖ୰⃝ ΅ ᩍᤵ㸯㸬◊✲ㄽᩥ࣭ⴭ᭩
ⴭ᭩ྡ㸸ࠗே⏕ึᮇࡢ㝵ᒙᵓ㐀࠘Ⓨ⾜ᶵ㛵㸸ᮾி኱Ꮫฟ∧఍Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 7 ᭶ⴭ⪅Ặྡ㸸୰ᮧ 㧗ᗣࠊ୕㍯ ဴࠊ▼⏣ ᾈࠊ୰⃝ ΅ࠊⱢ⡿ᆅ ࡞ࡘᕹࠊ℈ᮏ ┿୍ࠊୖᒣ ᾈḟ㑻ࠊᑠᕝ ࿴Ꮥࠊ᳃ ࠸࡙ࡳࠊⳢ⃝ ㈗அࠊከ႐ ᘯᩥࠊ㜰ཱྀ ♸௓ࠊᯘ 㞝ுࠊవ⏣ ⩧ᖹࠊ㤶ᕝ ࡵ࠸ඹⴭ༊ศ㸸ඹⴭ㸦1 ❶ศᢸᙜ㸧

(44) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕⴭ᭩ྡ㸸ࠗᏛᰯࡢᙺ๭ࡗ࡚࡞ࢇࡔࢁ࠺࠘
Ⓨ⾜ᶵ㛵㸸⟃ᦶ᭩ᡣⓎ⾜ᖺ᭶㸸 2021 ᖺ 9 ᭶ⴭ⪅Ặྡ㸸୰⃝ ΅ඹⴭ༊ศ㸸༢ⴭᥖ㍕ㄅྡ㸸ࠗᩍ⫱Ꮫᖺሗ࠘12ࢱ࢖ࢺࣝ㸸ࠕ⚾஦໬ࡢࡶ࡜࡛ࡢබᩍ⫱㈝㈇ᢸࡢࡺࡃ࠼ࠖ
Ⓨ⾜ᶵ㛵㸸ୡ⧊᭩ᡣ
Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 8 ᭶ⴭ⪅Ặྡ㸸୰⃝ ΅ᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸༢ⴭᥖ㍕ㄅྡ㸸ࠗ⌮ㄽ࡜᪉ἲ࠘36(2)ࢱ࢖ࢺࣝ㸸ࠕCOVID-19 ࡀཬࡰࡍⱝᖺᒙ࡬ࡢᙳ㡪㸸ࣃࢿࣝㄪᰝࡢࢹ࣮ࢱศᯒࠖ
Ⓨ⾜ᶵ㛵㸸ᩘ⌮♫఍Ꮫ఍Ⓨ⾜ᖺ᭶㸸 2022 ᖺ㸦ᖺᗘෆห⾜ணᐃ㸧ⴭ⪅Ặྡ㸸୰⃝ ΅ࠊ⸨ཎ ⩧ᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸ඹⴭᥖ㍕ㄅྡ㸸ࠗ♫఍Ꮫホㄽ࠘288ࢱ࢖ࢺࣝ㸸ࠕ♫఍ㄪᰝ࡟࠾ࡅࡿ⮬ᕫホ౯ᡂ⦼ࠖⓎ⾜ᶵ㛵㸸᪥ᮏ♫఍Ꮫ఍Ⓨ⾜ᖺ᭶㸸 2022 ᖺ 3 ᭶㸦ᥖ㍕Ỵᐃ㸧ⴭ⪅Ặྡ㸸୰⃝ ΅ᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸༢ⴭ

㸰㸬እ㒊㈨㔠᥇ᢥᐇ⦼᥇ᢥ⿵ຓ㔠ྡ㸸⛉Ꮫ◊✲㈝◊✲✀┠㸸ᇶ┙◊✲ A◊✲ㄢ㢟␒ྕ㸸19H00608

㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (45)᥇ᢥࢸ࣮࣐㸸
ࠕᏛᰯ༞ᴗᚋࡢⱝᖺᒙࡢᑵᴗ࣭ᐙ᪘ᙧᡂ࡟㛵ࡍࡿ㏣㊧ㄪᰝࠖ◊✲ᮇ㛫㸸 2019 ᖺ 4 ᭶㹼2024 ᖺ 3 ᭶㈨㔠ྡ⛠㸸᪥ᮏᏛ⾡᣺⯆఍◊✲௦⾲⪅ྡ㸸୰⃝ ΅㧘ᶫ ࠿࠾ࡾ ຓᩍ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 6 ᭶ 12 ᪥Ꮫ఍ྡ➼㸸᪥ᮏ࣏ࣆ࣮ࣗࣛ㡢ᴦᏛ఍ 2021 ᖺᗘ➨ 3 ᅇ࢜ࣥࣛ࢖ࣥ౛఍
ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദⓎ⾲⪅㸸㧘ᶫ ࠿࠾ࡾⓎ⾲ࢸ࣮࣐㸸
ࠕࢥࣟࢼ⚝࡟࠾ࡅࡿ₇๻ᴗ⏺ࡢ⌧≧̿̿ࢥࣟࢼࡔࡅࡀၥ㢟࡞ࡢ࠿㸽ࠖ᪥᫬㸸2021 ᖺ 9 ᭶ 1 ᪥Ꮫ఍ྡ➼㸸15th Conference of the European Sociological Associationሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദ
Ⓨ⾲⪅㸸Kaori TakahashiⓎ⾲ࢸ࣮࣐㸸͇Doing Something Explains Artistic Identity: How Japanese Artists
Explain Their Status͇㸰㸬◊✲ㄽᩥ࣭ⴭ᭩ᥖ㍕ㄅྡ㸸ࠗ㡢ᴦᩥ໬ࡢ๰㐀࠘➨ 19 ྕ㸦㟁Ꮚ∧㸧ࢱ࢖ࢺࣝ㸸ࠕ㡢ᴦ࡜㛵ࢃࡗ࡚⏕ࡁࡿ̿̿㡢ᴦᐙ࡬ࡢ⪺ࡁྲྀࡾㄪᰝ࠿ࡽࡢ♧၀ࠖⓎ⾜ᶵ㛵㸸බ┈㈈ᅋἲே 㡢ᴦᩥ໬๰㐀Ⓨ⾜ᖺ᭶㸸2022 ᖺ 1 ᭶ⴭ⪅Ặྡ㸸㧘ᶫ ࠿࠾ࡾᥖ㍕✀ู㸸ࢥ࣒ࣛ㸦࢜ࣥࣛ࢖ࣥᶵ㛵⣬㸧ඹⴭ༊ศ㸸༢ⴭᥖ㍕ㄅྡ㸸ࠗே㛫㛵ಀᏛ◊✲࠘➨ 23 ྕࢱ࢖ࢺࣝ㸸ࠕⱁ⾡ᐙീࡢ」ᒙᛶ࡜෌ᖐⓗ⮬ᕫ࿊♧̿̿ⱁ⾡♫఍Ꮫࡢᒎ㛤࡜ㄢ㢟ࠖ㸦pp.137153㸧
Ⓨ⾜ᶵ㛵㸸኱ጔዪᏊ኱Ꮫ ே㛫㛵ಀᏛ㒊Ⓨ⾜ᖺ᭶㸸2022 ᖺ 2 ᭶

(46) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕⴭ⪅Ặྡ㸸㧘ᶫ ࠿࠾ࡾᥖ㍕✀ู㸸ㄽᩥ㸦ᶵ㛵⣖せ㸧ඹⴭ༊ศ㸸༢ⴭ

ⴭ᭩ྡ㸸ࠗࡼࡃࢃ࠿ࡿほගࢥ࣑ࣗࢽࢣ࣮ࢩࣙࣥㄽ࠘
ࢱ࢖ࢺࣝ㸸
ࠕ₇๻ࠖ
㸦pp.192-193㸧
Ⓨ⾜ᶵ㛵㸸࣑ࢿࣦࣝ࢓᭩ᡣ
Ⓨ⾜ᖺ᭶㸸2022 ᖺ 3 ᭶㸦ணᐃ㸧ⴭ⪅Ặྡ㸦ඹⴭ⪅ྵ㸧㸸㐲⸨ ⱥᶞࠊ㡲⸨ ᘅࠊ㧗ᒸ ᩥ❶ ࠊᯇᮏ ೺ኴ㑻㸦௨ୖ⦅⪅㸧ࠊᮾ ㈼ኴ㑻ࠊ㜿㒊 ₩ࠊ᪂஭ ඞᘺࠊ▼㔝 㝯⨾ࠊ኱㈏ ᣲᏛࠊᑠ㛵 ᏕᏊࠊ⚄⏣ Ꮥ἞ࠊ㔠 ᭄࿴ࠊ᪥ୗ ஑ඵࠊ㧗㤿ிᏊࠊ㏆⸨ ࿴㒔ࠊ⃅㇂ ࿴ᶞࠊ㕥ᮌ ㅬ௓ࠊ㕥ᮌ ᾴኴ㑻ࠊ㡲Ọ ࿴༤ࠊ㛵 㥴ᖹࠊ㧘ᶫ ࠿࠾ࡾࠊ㇂ᓥ ㈏ኴࠊᑎᒸ ఙᝅࠊỌ஭ ⣧୍ࠊ୰ᮧ 㤶Ꮚࠊ㘠಴ ဏᕼࠊ℈㔝 ೺ࠊሮ ᖾᯞࠊ⸨ᒸ ఙ᫂ࠊᇼ㔝 ṇேࠊ๓⏣ ୍㤿ࠊᯇᒸ ្♸ࠊᐑධ ᜤᖹࠊᐑᮏ ⤖ెࠊẟ฼ ჆ᏕࠊᏳ⏣ ៅࠊᒣᮏ Ὀ୕ᥖ㍕✀ู㸸ⴭ᭩㸦᭩⡠㸧ඹⴭ༊ศ㸸ඹⴭ

㸱㸬እ㒊㈨㔠᥇ᢥᐇ⦼᥇ᢥ⿵ຓ㔠ྡ㸸⛉Ꮫ◊✲㈝◊✲✀┠㸸ⱝᡭ◊✲◊✲ㄢ㢟␒ྕ㸸20K12897
᥇ᢥࢸ࣮࣐㸸ࠕⱁ⾡࡟㛵ࢃࡿேࠎ࡟࡜ࡗ࡚ࡢປാ࣭వᬤ࣭௙஦̿̿ࢪ࢙ࣥࢲ࣮࡜⛣ື࠿ࡽࡢ♫఍Ꮫⓗ᥈ồࠖ◊✲ᮇ㛫㸸 2020 ᖺ 4 ᭶㹼2023 ᖺ 3 ᭶㈨㔠ྡ⛠㸸᪥ᮏᏛ⾡᣺⯆఍◊✲௦⾲⪅ྡ㸸㧘ᶫ ࠿࠾ࡾ᥇ᢥ⿵ຓ㔠ྡ㸸⛉Ꮫ◊✲㈝◊✲✀┠㸸ᣮᡓⓗ◊✲㸦ⴌⱆ㸧◊✲ㄢ㢟␒ྕ㸸19K21731
᥇ᢥࢸ࣮࣐㸸ࠕࢢ࣮ࣟࣂࣝ໬᫬௦࡟࠾ࡅࡿ㐍Ꮫ࣭ᑵ⫋࣭㌿⫋ࢿࢵࢺ࣮࣡ࢡࡢ♫఍Ꮫⓗゎ᫂ࠖ◊✲ᮇ㛫㸸 2019 ᖺ 6 ᭶㹼2022 ᖺ 3 ᭶㈨㔠ྡ⛠㸸᪥ᮏᏛ⾡᣺⯆఍㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (47)◊✲௦⾲⪅ྡ㸸┦⃝ ┿୍㸦ୖᬛ኱Ꮫ㸧㸲㸬౫㢗ㅮ₇᪥᫬㸸2021 ᖺ 6 ᭶ 22 ᪥ 20 ᫬-21 ᫬ 30 ศ㸦᪥ᮏ᫬㛫㸧
ㅮ₇ྡ㸸Asian Cultural Policy Research Seminar Series୺ദ㸸Department of Culture, Media & Creative Industries, King's College Londonሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദㅮᖌ㸸Kaori Takahashi
ㅮ₇ࢸ࣮࣐㸸“The plural definitions of ‘artists’ in Japanese cultural policy by applying asociological approach.”ᑐ㇟㸸◊✲⪅࣭㝔⏕‫⤫ ڦ‬ィᩍ⫱㒊఍  㒊఍ู◊✲άື➼ᒣཱྀ ࿴⠊ ᩍᤵ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 9 ᭶ 1 ᪥Ꮫ఍ྡ➼㸸᪥ᮏ⾜ືィ㔞Ꮫ఍➨ 49 ᅇ኱఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ
Ⓨ⾲⪅㸸ᒣཱྀ ࿴⠊Ⓨ⾲ࢸ࣮࣐㸸
ࠕ❧ᩍ኱Ꮫ࡟࠾ࡅࡿࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱ࠖ㸰㸬◊✲ㄽᩥ࣭ⴭ᭩
ᥖ㍕ㄅྡ㸸ࠗ኱Ꮫᩍ⫱࡜᝟ሗ࠘2021 ᖺᗘ No.1
ࢱ࢖ࢺࣝ㸸ࠕࢥࣟࢼ⚝࠿ࡽᏛࡪ࢟ࣕࣥࣃࢫࡢᙺ๭࡜ࡑࡢᮍ᮶ࠖ
Ⓨ⾜ᶵ㛵㸸⚾❧኱Ꮫ᝟ሗᩍ⫱༠఍Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 7 ᭶ⴭ⪅Ặྡ㸸ᒣཱྀ ࿴⠊ᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸༢ⴭ

㸱㸬౫㢗◊ಟ
᪥᫬㸸2021 ᖺ 12 ᭶ 15 ᪥ ༗ᚋ 13 ᫬ 30 ศ㹼17 ᫬ 00 ศ◊ಟྡ㸸బ㈡┴ᆅ᪉⤫ィ⫋ဨᴗົ◊ಟ㸦ᑓ㛛◊ಟ㸧୺ദ㸸బ㈡┴ᨻ⟇㒊⤫ィศᯒㄢ

(48) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕሙᡤ㸸బ㈡┴ᕷ⏫఍㤋 ኱఍㆟ᐊ㸦బ㈡ᕷᇼᕝ⏫ 1-1㸧ㅮᖌ㸸ᒣཱྀ ࿴⠊◊ಟࢸ࣮࣐㸸
ࠕබⓗ⤫ィࢹ࣮ࢱࡢά⏝࡜ࡑࡢඛ࡬㸸බⓗ⤫ィ➼ࡢ฼ά⏝࡜ᨻ⟇❧᱌ࠖᑐ㇟㸸బ㈡┴ᕷ⏫⫋ဨ㸲㸬౫㢗ㅮ₇᪥᫬㸸2021 ᖺ 12 ᭶ 11 ᪥ ༗ᚋ 4 ᫬ 30 ศ㹼༗ᚋ 6 ᫬ 00 ศ
ㅮ₇ྡ㸸♫఍᝟ሗᏛ఍㸦SSI㸧◊✲άືጤဨ఍ᐃ౛◊✲఍ࠕᩘ⌮࣭ࢹ࣮ࢱࢧ࢖࢚ࣥࢫ࣭AI
ᩍ⫱ࣉࣟࢢ࣒ࣛ*ࠖ㸦MDASH㸧ㄆᐃไᗘ࣮࣡ࢡࢩࣙࢵࣉ
୺ദ㸸♫఍᝟ሗᏛ఍
ሙᡤ㸸࢜ࣥࣛ࢖ࣥ
ㅮᖌ㸸ᒣཱྀ ࿴⠊
ㅮ₇ࢸ࣮࣐㸸
ࠕᘓᏛࡢ⢭⚄࡟ᇶ࡙࠸ࡓࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱̿❧ᩍ኱Ꮫࡢ஦౛ࡼࡾ̿ࠖ
ᑐ㇟㸸♫఍᝟ሗᏛ఍ဨ

ὸ㔝 ೔Ꮚ ෸ᩍᤵ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 9 ᭶ 1-8 ᪥Ꮫ఍ྡ➼㸸᪥ᮏᚰ⌮Ꮫ఍➨ 85 ᅇ኱఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㸦᫂ᫍ኱Ꮫ㸧Ⓨ⾲⪅㸸ὸ㔝 ೔ᏊⓎ⾲ࢸ࣮࣐㸸ࠕⰍᏐඹឤぬ㸸Ꮫ⩦࡜㌿⛣㸦බເࢩ࣏ࣥࢪ࣒࢘ SS-041 ඹឤぬ◊✲ࡢ᪂ᒎ㛤㸧ࠖ᪥᫬㸸2021 ᖺ 9 ᭶ 1-8 ᪥Ꮫ఍ྡ➼㸸᪥ᮏᚰ⌮Ꮫ఍➨ 85 ᅇ኱఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㸦᫂ᫍ኱Ꮫ㸧Ⓨ⾲⪅㸸ὸ㔝 ೔Ꮚࠊᶓ⃝ ୍ᙪࠊ୍ࣀ℩ ኱㍜ࠊ⏣ᓥ ኟ୚Ⓨ⾲ࢸ࣮࣐㸸ࠕᬒほࡢ 360r⏬ീᥦ♧ࡀᬒほ࡟ᑐࡍࡿ༳㇟࡜⤒῭ⓗ౯್ホ౯࡟ཬࡰࡍᙳ㡪ࠖ᪥᫬㸸2021 ᖺ 9 ᭶ 25-26 ᪥Ꮫ఍ྡ➼㸸⎔ቃ⤒῭࣭ᨻ⟇Ꮫ఍ 2021 ᖺ኱఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ
Ⓨ⾲⪅㸸୍ࣀ℩ ኱㍜ࠊ⏣ᓥ ኟ୚ࠊὸ㔝 ೔Ꮚࠊᶓ⃝ ୍ᙪ㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (49)Ⓨ⾲ࢸ࣮࣐㸸
ࠕ୺యⓗ࡞᝟ሗྲྀᚓࡀ⎔ቃホ౯࡟୚࠼ࡿᙳ㡪ࡢ᳨ウࠖ᪥᫬㸸2021 ᖺ 12 ᭶ 3-5 ᪥Ꮫ఍ྡ➼㸸᪥ᮏᇶ♏ᚰ⌮Ꮫ఍➨ 40 ᅇ኱఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㸦኱㜰኱Ꮫ㸧Ⓨ⾲⪅㸸Ḉ஭ ᬕᏊࠊዟᮧ ᏳᑑᏊࠊ໭ᮧ ᰆⵇࠊ໭ ὒ㍜ࠊὸ㔝 ೔ᏊⓎ⾲ࢸ࣮࣐㸸
ࠕᗂඣ࡟࠾ࡅࡿ Ordinal Linguistic Personification (OLP) ഴྥࡢㄪᰝࠖ

㸰㸬◊✲ㄽᩥ࣭ⴭ᭩ᥖ㍕ㄅྡ㸸ࠗConsciousness and Cognition࠘95 ᕳ 103192, pp, 1-15
ࢱ࢖ࢺࣝ㸸ࠕDo the colors of your letters depend on your language? Languagedependent and universal influences on grapheme-color synesthesia in sevenlanguagesࠖ
Ⓨ⾜ᶵ㛵㸸ElsevierⓎ⾜ᖺ᭶㸸 2021 ᖺ 10 ᭶ⴭ⪅Ặྡ㸸Nicholas Root, Michiko Asano, Helena Melero, Chai-Youn Kim, Anton V.
Sidoroff-Dorso, Argiro Vatakis, Kazuhiko Yokosawa, Vilayanur Ramachandran, Romke
Rouwᥖ㍕✀ู㸸ㄽᩥ㸦ᰝㄞ௜ࡁㄽᩥㄅ㸧ඹⴭ༊ศ㸸ඹⴭ

㸱㸬౫㢗ㅮ₇᪥᫬㸸2021 ᖺ 12 ᭶ 28 ᪥Ꮫ఍ྡ➼㸸᪥ᮏㄒ⏝ㄽᏛ఍ ࣓ࢱࣇ࢓࣮◊✲఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ
Ⓨ⾲⪅㸸ὸ㔝 ೔ᏊⓎ⾲ࢸ࣮࣐㸸ࠕඹឤぬࡢᩥᏐ࡜Ⰽࡣ࡝࠺⤖ࡧࡘࡃ࠿ࠖ

㸲㸬እ㒊㈨㔠᥇ᢥᐇ⦼᥇ᢥ⿵ຓ㔠ྡ㸸⛉Ꮫ◊✲㈝◊✲✀┠㸸ᇶ┙◊✲㸦B㸧◊✲ㄢ㢟␒ྕ㸸19H01770
᥇ᢥࢸ࣮࣐㸸ࠕඹឤぬ࡟㛵ࡍࡿㄆ▱ᚰ⌮Ꮫⓗ◊✲ࡢ῝໬࡜ᒎ㛤ࠖ◊✲ᮇ㛫㸸 2019 ᖺ 4 ᭶㹼2022 ᖺ 3 ᭶

(50) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ㈨㔠ྡ⛠㸸᪥ᮏᏛ⾡᣺⯆఍◊✲௦⾲⪅ྡ㸸ᶓ⃝ ୍ᙪ㸦ᮾி኱Ꮫ㸧᥇ᢥ⿵ຓ㔠ྡ㸸⛉Ꮫ◊✲㈝◊✲✀┠㸸ᇶ┙◊✲㸦B㸧◊✲ㄢ㢟␒ྕ㸸19H01490
᥇ᢥࢸ࣮࣐㸸ࠕ⤒῭Ꮫ࡜ᐇ㦂ᚰ⌮Ꮫࡢ༠ാ࡟ࡼࡿᬒほࡢ⤒῭ⓗ౯್࡟㛵ࡍࡿ◊✲ࠖ◊✲ᮇ㛫㸸 2019 ᖺ 4 ᭶㹼2022 ᖺ 3 ᭶㈨㔠ྡ⛠㸸᪥ᮏᏛ⾡᣺⯆఍◊✲௦⾲⪅ྡ㸸⏣ᓥ ኟ୚㸦❧ᩍ኱Ꮫ㸧᥇ᢥ⿵ຓ㔠ྡ㸸⛉Ꮫ◊✲㈝◊✲✀┠㸸ᇶ┙◊✲㸦B㸧◊✲ㄢ㢟␒ྕ㸸21H00960
᥇ᢥࢸ࣮࣐㸸ࠕඹឤぬẚ႘࡜ඹឤぬ⌧㇟࡟ඹ㏻ࡍࡿㄆ▱࣓࢝ࢽࢬ࣒㸸኱つᶍ web ᐇ㦂࡟ࡼࡿ᳨ウࠖ◊✲ᮇ㛫㸸 2021 ᖺ 4 ᭶㹼2025 ᖺ 3 ᭶㈨㔠ྡ⛠㸸᪥ᮏᏛ⾡᣺⯆఍◊✲௦⾲⪅ྡ㸸ᴋぢ Ꮥ㸦ி㒔኱Ꮫ㸧⏣୰ ⪽ ຓᩍ㸯㸬◊✲ㄽᩥ࣭ⴭ᭩
ᥖ㍕ㄅྡ㸸ࠗ᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ࠘45 ᕳ 2 ྕࢱ࢖ࢺࣝ㸸ࠕࣉࣟ࢔ࢡࢸ࢕ࣈ⾜ືࡀࣜࣇࣞࢡࢩࣙࣥࢆ፹௓ࡋ࡚⫋ሙ࡟࠾ࡅࡿ⬟ຊྥୖ࡟ཬ
ࡰࡍᙳ㡪 㸫20 ௦ࡢⱝᖺປാ⪅࡟╔┠ࡋ࡚㸫ࠖⓎ⾜ᶵ㛵㸸᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ
Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 9 ᭶ⴭ⪅Ặྡ㸸⏣୰ ⪽ࠊụ⏣ ࡵࡄࡳࠊụᑼ Ⰻᖹࠊ㕥ᮌ ᬛஅࠊᇛᡞ ᴁࠊᅵᒇ ⿱௓ࠊ௒஭ Ⰻࠊᒣෆ ♸ᖹᥖ㍕✀ู㸸ㄽᩥ㸦ཎⴭ㸧ඹⴭ༊ศ㸸ඹⴭ

ⴭ᭩ྡ㸸ࠗ⤒Ⴀேᮦ⫱ᡂㄽ࠘Ⓨ⾜ᶵ㛵㸸ᮾி኱Ꮫฟ∧఍㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (51)Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 7 ᭶ⴭ⪅Ặྡ㸸 ⏣୰ ⪽ᥖ㍕✀ู㸸ⴭ᭩
ඹⴭ༊ศ㸸༢ⴭ
ᥖ㍕ㄅྡ㸸ࠗ᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ࠘45 ᕳ 2 ྕࢱ࢖ࢺࣝ㸸ࠕ⤒㦂Ꮫ⩦ࡢᐃ᫬࡟࠾ࡅࡿᅉᏊᵓ㐀ࡢ⪃ᐹ 㸫ⱝᖺປാ⪅ࢆᑐ㇟࡟ࡋࡓㄪᰝࢆࡶ࡜࡟㸫ࠖⓎ⾜ᶵ㛵㸸᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ
Ⓨ⾜ᖺ᭶㸸 2021 ᖺ 9 ᭶ⴭ⪅Ặྡ㸸ụᑼ Ⰻᖹࠊụ⏣ ࡵࡄࡳࠊ⏣୰ ⪽ࠊ㕥ᮌ ᬛஅࠊᇛᡞ ᴁࠊᅵᒇ ⿱௓ࠊ௒஭ Ⰻࠊᒣෆ ♸ᖹᥖ㍕✀ู㸸ㄽᩥ㸦ᐤ᭩㸧ඹⴭ༊ศ㸸ඹⴭⴭ᭩ྡ㸸ࠗά㌍ࡍࡿⱝᡭ♫ဨࢆ࡝࠺⫱࡚ࡿ࠿ ◊✲ࢹ࣮ࢱ࠿ࡽࡳࡿ⫋ሙᏛ⩦ࡢᮍ᮶࠘Ⓨ⾜ᶵ㛵㸸៞᠕⩏ሿฟ∧఍Ⓨ⾜ᖺ᭶㸸 2022 ᖺ 1 ᭶㸦ணᐃ㸧ⴭ⪅Ặྡ㸸ᒣෆ ♸ᖹ㸦⦅ⴭ㸧ࠊ⏣୰ ⪽ࠊụᑼ Ⰻᖹࠊ㕥ᮌ ᬛஅࠊᇛᡞ ᴁࠊụ⏣ࡵࡄࡳࠊᅵᒇ ⿱௓ᥖ㍕✀ู㸸ⴭ᭩
ඹⴭ༊ศ㸸ඹⴭ

ᥖ㍕ㄅྡ㸸ࠗ᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ࠘
㸦༳ๅ୰㸧ࢱ࢖ࢺࣝ㸸ࠕᛮ⪃ࡢࣔࢹࣜࣥࢢࡀ⤒㦂Ꮫ⩦࡜⫋ሙ࡟࠾ࡅࡿ⬟ຊྥୖ࡟୚࠼ࡿᙳ㡪 㸫ⱝᖺປാ⪅ࢆᑐ㇟࡟ࡋࡓㄪᰝࢆࡶ࡜࡟㸫ࠖⓎ⾜ᶵ㛵㸸᪥ᮏᩍ⫱ᕤᏛ఍ㄽᩥㄅ
Ⓨ⾜ᖺ᭶㸸 2022 ᖺ㸦ணᐃ㸧ⴭ⪅Ặྡ㸸ụᑼ Ⰻᖹࠊụ⏣ ࡵࡄࡳࠊ⏣୰ ⪽ࠊ㕥ᮌ ᬛஅࠊᇛᡞ ᴁࠊᅵᒇ ⿱௓ࠊ௒஭ Ⰻࠊᒣෆ ♸ᖹᥖ㍕✀ู㸸ㄽᩥ㸦ཎⴭ㸧ඹⴭ༊ศ㸸ඹⴭ

(52) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

ᒣཱྀ ㄔ୍ ຓᩍ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 7 ᭶ 17 ᪥Ꮫ఍ྡ➼㸸14th International Congress on Mathematical Education (ICME-14)
ሙᡤ㸸East China Normal University, Shanghai, China㸦ࣁ࢖ࣈࣜࢵࢻ㛤ദ㸧Ⓨ⾲⪅㸸Satoru Takagi, Kesayoshi Hadano, Sei-ichi YamaguchiⓎ ⾲ ࢸ ࣮ ࣐ 㸸ࠕ Teaching Materials on Calculus as Seen from the Application to
Engineeringࠖ᪥᫬㸸2021 ᖺ 9 ᭶ 8 ᪥Ꮫ఍ྡ➼㸸2021 ᖺᗘ⤫ィ㛵㐃Ꮫ఍㐃ྜ኱఍ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദⓎ⾲⪅㸸ᒣཱྀ ㄔ୍Ⓨ⾲ࢸ࣮࣐㸸ࠕ࢜ࣥࢹ࣐ࣥࢻᆺᤵᴗ࡟ࡼࡿࠕࣜࢸࣛࢩ࣮ࣞ࣋ࣝࡢࢹ࣮ࢱࢧ࢖࢚ࣥࢫᩍ⫱ࠖࡢヨࡳࠖ᪥᫬㸸2021 ᖺ 9 ᭶ 15 ᪥Ꮫ఍ྡ➼㸸2021 ᖺᗘᩘᏛᩍ⫱Ꮫ఍⛅Ꮨ౛఍ 㸦ICME14 ≉ู௻⏬ࢭࢵࢩࣙࣥ㸧ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദⓎ⾲⪅㸸Satoru Takagi, Kesayoshi Hadano, Sei-ichi YamaguchiⓎ ⾲ ࢸ ࣮ ࣐ 㸸ࠕ TEACHING MATERIALS ON CALCULUS AS SEEN FROM THE
APPLICATION TO ENGINEERINGࠖ㛛⏣ ᐇ ຓᩍ㸯㸬ࢭ࣑ࢼ࣮㛤ദ᪥᫬㸸2021 ᖺ 12 ᭶ 1 ᪥
ㅮ₇ྡ㸸ᶵᲔᏛ⩦ࢭ࣑ࢼ࣮㸦ධ㛛⦅㸧୺ദ㸸❧ᩍ኱Ꮫ♫఍᝟ሗᩍ⫱ࢭࣥࢱ࣮ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദㅮᖌ㸸㛛⏣ ᐇ᪥᫬㸸2021 ᖺ 12 ᭶ 8 ᪥
ㅮ₇ྡ㸸ᶵᲔᏛ⩦ධ㛛ࢭ࣑ࢼ࣮㸦Ỵᐃᮌ⦅㸧୺ദ㸸❧ᩍ኱Ꮫ♫఍᝟ሗᩍ⫱ࢭࣥࢱ࣮㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (53)ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദㅮᖌ㸸㛛⏣ ᐇຍ⸨ ೔Ꮚ ≉ᐃㄢ㢟◊✲ဨ㸯㸬Ꮫ఍Ⓨ⾲
᪥᫬㸸2021 ᖺ 11 ᭶ 13 ᪥Ꮫ఍ྡ➼㸸➨ 94 ᅇ᪥ᮏ♫఍Ꮫ఍኱఍
ሙᡤ㸸࢜ࣥࣛ࢖ࣥ㛤ദⓎ⾲⪅㸸ຍ⸨ ೔Ꮚࠊ኱㔝 ගᏊⓎ⾲ࢱ࢖ࢺࣝ㸸ฮົᡤ࡟࠾ࡅࡿࠕṇ┤࡟࡞ࡿࡇ࡜ࡢ࡛ࡁࡿሙࠖࢆࡵࡄࡿ┦஫⾜Ⅽศᯒ̿̿ࠕዪᏊ౫Ꮡ⑕ᅇ᚟ᨭ᥼ࣔࢹࣝ஦ᴗࠖࡢࣇ࢕࣮ࣝࢻ࣮࣡ࢡ㸦2㸧㸰㸬◊✲ㄽᩥ࣭ⴭ᭩
ⴭ᭩ྡ㸸ࠗ≢⨥࣭㠀⾜࠿ࡽࡢ㞳⬺ࢆ⪃࠼ࡿ࠘ࢱ࢖ࢺࣝ㸸ࠕࠗ㞳⬺㸦ࢹࢪࢫࢱࣥࢫ㸧࠘ࡢ㐣⛬࡛ಖㆤほᐹࡀᯝࡓࡍᙺ๭ࠖ
Ⓨ⾜ᶵ㛵㸸ࡕ࡜ࡏࣉࣞࢫ
Ⓨ⾜ᖺ᭶㸸2021 ᖺ 12 ᭶ⴭ⪅Ặྡ㸦ඹⴭ⪅ྵ㸧㸸ᒸ㑔 ೺㸦⦅⪅㸧ࠊ⸨㛫 බኴࠊᒸᮧ 㐓㑻ࠊ௰㔝 ⏤ె⌮ࠊຍ⸨೔Ꮚࠊ┦Ⰻ ⩧ࠊ㒔ᓥ ᲍⣪ࠊᚿ⏣ ᮍ᮶ࠊఀ⸨ ⚽ᶞࠊᖹ஭ ⚽ᖾࠊᒣཱྀ Ẏᥖ㍕✀ู㸸ⴭ᭩㸦᭩⡠㸧ඹⴭ༊ศ㸸ඹⴭ
ᥖ㍕ㄅྡ㸸ࠗᮐᖠᏛ㝔኱ᏛேᩥᏛ఍⣖せ࠘➨ 111 ྕࢱ࢖ࢺࣝ㸸ࠕ♫఍ㄪᰝࡣ࠸࠿࡟ࠕኻᩋࠖ࡟⮳ࡿࡢ࠿㸽㸫㸫ࠕࢺࣛࣈࣝࠖ࠿ࡽࠕ୰Ṇࠖ࡟⮳ࡿㄪᰝࡢ㐣⛬ࢆ㛤♧ࡍࡿ㸫㸫ࠖⓎ⾜ᶵ㛵㸸ᮐᖠᏛ㝔኱ᏛேᩥᏛ఍
Ⓨ⾜ᖺ᭶㸸2022 ᖺ 2 ᭶ⴭ⪅Ặྡ㸦ඹⴭ⪅ྵ㸧㸸ຍ⸨ ೔Ꮚࠊᖹ஭ ⚽ᖾᥖ㍕✀ู㸸ㄽᩥ
ඹⴭ༊ศ㸸ඹⴭ

㸱㸬እ㒊㈨㔠᥇ᢥᐇ⦼᥇ᢥ⿵ຓ㔠ྡ㸸⛉Ꮫ◊✲㈝◊✲✀┠㸸ⱝᡭ◊✲(54) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ◊✲ㄢ㢟␒ྕ㸸19K13951᥇ᢥࢸ࣮࣐㸸
ࠕᵓ㐀ⓗ᤼㝖࡬ࡢᨭ᥼࣭௓ධࡀࠗ≢⨥ࡸ㠀⾜࠿ࡽࡢ㞳⬺࠘࡟୚࠼ࡿᙳ㡪ࠖ◊✲ᮇ㛫㸸 2019 ᖺ 4 ᭶㹼2023 ᖺ 3 ᭶㈨㔠ྡ⛠㸸᪥ᮏᏛ⾡᣺⯆఍◊✲௦⾲⪅ྡ㸸ຍ⸨ ೔Ꮚ㹙ࢭࣥࢱ࣮άືሗ࿌㹛2021 ᖺᗘ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲άື➼ሗ࿌ (55)

(56) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せつ⛬2014 ᖺ 12 ᭶ 1 ᪥ไᐃ2017 ᖺ 1 ᭶ 16 ᪥ᨵṇ2018 ᖺ 1 ᭶ 17 ᪥ᨵṇϨ㸬ྡ⛠㸯㸬ᮏㄅࠕ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘ࠖࡣ❧ᩍ኱Ꮫ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮ࡢᶵ㛵ㄅ࡛࠶ࡾࠊཎ๎࡜ࡋ࡚ᖺ 1 ᅇⓎ⾜ࢆ⾜࠺ࡶࡢ࡜ࡍࡿࠋϩ㸬┠ⓗ㸰㸬ᮏㄅࡣ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮࡟࠾ࡅࡿ◊✲ᩍ⫱ᡂᯝࢆබ⾲ࡍࡿ࡜࡜ࡶ࡟ࠊ⤫ィ࣭♫఍ㄪᰝ࣭
ICT ࢆά⏝ࡋࡓ◊✲ᩍ⫱ᨭ᥼ࡢ㧗ᗘ໬࡟ᐤ୚ࡍࡿࡇ࡜ࢆ┠ⓗ࡜ࡍࡿࠋϪ㸬ෆᐜ㸱㸬ᮏㄅࡣ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮ࡢάືグ㘓㸦ㅮ₇఍࣭ࢩ࣏ࣥࢪ࣒࣭࢘◊✲఍➼ࢆྵࡴ㸧ࠊ◊✲ㄽᩥࠊ◊✲ࣀ࣮ࢺࠊㄪᰝሗ࿌ࠊ㈨ᩱ⤂௓ࠊ᭩ホࠊࡑࡢ௚⦅㞟ጤဨ఍ࡀㄆࡵࡓࡶࡢࢆᥖ㍕ࡍࡿࠋϫ㸬⦅㞟ጤဨ఍
㸲㸬ᮏㄅ⦅㞟ࡣࠕ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘ࠖ⦅㞟ጤဨ఍ࡀ⾜࠺ࠋ㸳㸬⣖せ⦅㞟࡟࠿࠿ࡿ⦅㞟ጤဨ࡟ࡘ࠸࡚ࡣࠊࢭࣥࢱ࣮㛗ࡀ௵࿨ࡍࡿࠋ
㸴㸬⦅㞟ጤဨ఍ࡣࠊཎ๎࡜ࡋ࡚♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮ᨻᗓ⤫ィ㒊఍࣭♫఍ㄪᰝ㒊఍࣭⤫ィᩍ⫱㒊఍ࡢྛ࣮ࣜࢲ࣮ࠊࡲࡓࡣྛ࣮ࣜࢲ࣮ࡀ᥎⸀ࡍࡿ⪅࠾ࡼࡧ CSI ஦ົᒁࢆᵓᡂဨ࡜ࡋࠊࡑࡢάື
࡟࠶ࡓࡿࡶࡢ࡜ࡍࡿࠋϬ㸬ᢞ✏㈨᱁㸵㸬ᢞ✏㈨᱁ࡣ௨ୗࡢ㏻ࡾ࡜ࡍࡿࠋ
㸦࢔㸧㈨᱁༊ศϨ ᙜࢭࣥࢱ࣮࡟ᡤᒓࡍࡿᩍ⫋ဨ➼㸦௵ᮇ௜ࡶྵࡴ㸧㸦࢖㸧㈨᱁༊ศϩ ᙜࢭࣥࢱ࣮࡟࠾࠸࡚◊✲࣭ᩍ⫱࡟ᚑ஦ࡋ࡚࠸ࡿࠊཪࡣࡋࡓࡇ࡜ࡢ࠶ࡿ⪅㸦࢘㸧㈨᱁༊ศϪ ᮏᏛ኱Ꮫ㝔◊✲⛉༤ኈㄢ⛬ᚋᮇㄢ⛬ᅾ⡠⪅㸦࢚㸧㈨᱁༊ศϫ ࡑࡢ௚ࠊ⦅㞟ጤဨ఍ࡀㄆࡵࡓ⪅ϭ㸬ᥖ㍕ᇶ‽
㸶㸬⦅㞟ጤဨ఍ࡢุ᩿࡟ᇶ࡙ࡁࠊᥖ㍕ࡢ᥇ྰࢆỴᐃࡍࡿࠋϮ㸬ཎ✏ࡢᥦฟ
㸷㸬ཎ✏ࡣ⦅㞟ጤဨ఍ࡀタᐃࡋࡓᮇ㝈࡟ྜࢃࡏ࡚ࠊᥦฟࢆ⾜࠺ࠋ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せつ⛬ (57)㸯㸮㸬ᰯṇࡣⴭ⪅ᰯṇ࡜ࡍࡿࠋᥦฟࡉࢀࡓཎ✏➼ࡣ㏉༷ࡋ࡞࠸ࠋ
㸯㸯㸬ཎ✏ࡣ᪥ᮏㄒ࠶ࡿ࠸ࡣⱥㄒ࡛ᇳ➹ࡉࢀࡓᮍห⾜ࡢࡶࡢ࡜ࡍࡿࡀࠊ◊✲఍➼ཱྀ࡛㢌Ⓨ⾲ࡋࡓࡶࡢ࡟ࡘ࠸࡚ࡣࡑࡢ㝈ࡾ࡛ࡣ࡞࠸ࠋ㸯㸰㸬ヲ⣽ࡣู㏵ᐃࡵࡿࠋ
㸯㸱㸬௚ࡢᩥ⊩࠿ࡽᅗ࣭⾲࣭෗┿ࡢ㌿㍕ࢆ⾜࠺ሙྜࡣࠊᇳ➹⪅ࡀチㅙࢆᚲࡎᚓࡿࡇ࡜ࠋ
ϯ㸬ⴭసᶒ㸯㸲㸬ᮏㄅ࡟ᥖ㍕ࡉࢀࡓཎ✏ࡢࡍ࡭࡚ࡢⴭసᶒ㸦ⴭసᶒἲ➨ 27 ᮲ཬࡧ➨ 28 ᮲࡟つᐃࡍࡿᶒ฼ࢆ
ྵࡴ㸧ࡣᙜࢭࣥࢱ࣮࡟ㆡΏࡉࢀࡿࠋ
㸯㸳㸬ᮏㄅ࡟ᥖ㍕ࡉࢀࡓཎ✏ࡣࠊཎ๎࡜ࡋ࡚❧ᩍ኱ᏛᏛ⾡࣏ࣜࢪࢺࣜ㸦❧ᩍ ROOTS㸧ࢆ㏻ࡌ࡚࢜
ࣥࣛ࢖ࣥබ㛤ࢆ⾜࠺ࠋ㸯㸴㸬❧ᩍ኱ᏛᏛ⾡࣏ࣜࢪࢺࣜ㸦❧ᩍ ROOTS㸧࡛ࡢබ㛤ࢆᕼᮃࡋ࡞࠸ሙྜࡣࠊཎ✏ᥦฟ᫬࡟⦅㞟ጤဨ఍࡟ࡑࡢ᪨ࢆ㏻▱ࡍࡿࡇ࡜ࠋ
ϰ㸬ࡑࡢ௚㸯㸵㸬ࡑࡢ௚ᮏㄅࡢ⦅㞟࡟㛵ࡋ࡚ࠊᚲせ࡞஦㡯ࡣ⦅㞟ጤဨ఍࡛ᑂ㆟ࢆ⾜࠺ࠋ㸯㸶㸬ࡇࡢつ⛬ࡢᨵᗫࡣࠊࢭࣥࢱ࣮ጤဨ఍ࡢ㆟ࢆ⤒࡚ࠊࢭࣥࢱ࣮㛗ࡀ⾜࠺ࠋ(58) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せᇳ➹せ㡿2014 ᖺ 12 ᭶ 1 ᪥ไᐃ2017 ᖺ 1 ᭶ 16 ᪥ᨵṇ2017 ᖺ 10 ᭶ 4 ᪥ᨵṇ2019 ᖺ 1 ᭶ 16 ᪥ᨵṇϨ㸬ཎ✏ࡢᙧᘧ
㸯㸬ཎ✏ࡣ㸯㡫ࡢᏐᩘࢆ 1600 ᩥᏐ㸦4040㸧࡜ࡋࠊᴫࡡ௨ୗࡢ㏻ࡾ࡜ࡍࡿࠋ  సᡂࡣᣦᐃࡉࢀࡓᇳ➹⏝ࢸࣥࣉ࣮ࣞࢺࢆ౑⏝ࡋࠊᇳ➹ࡍࡿࡇ࡜ࠋ  ձ ㄽᩥࡣ 15 㡫⛬ᗘ  ղ ◊✲ࣀ࣮ࢺࡣ 10 㡫⛬ᗘ  ճ ㈨ᩱࡣ 10 㡫⛬ᗘ  մ ࡑࡢ௚ᥖ㍕࡟ࡘ࠸࡚ࡣࠊ⦅㞟ጤဨ఍ࡢチㅙࢆᚓ࡚ࠊᥖ㍕᪉ἲ➼ࢆỴᐃࡍࡿࠋ  ࡞࠾ࠊཎ✏࡟ᅗ⾲ࡀྵࡲࢀࡿሙྜ࡟ࡣࠊ⣬㠃࡟༨ࡵࡿ๭ྜࢆຍ࿡ࡋࠊᵓᡂࡍࡿࠋ
㸰㸬౑⏝ゝㄒࡣཎ๎࡜ࡋ࡚᪥ᮏㄒࡶࡋࡃࡣⱥㄒ࡜ࡍࡿࠋ
㸱㸬ཎ✏ࡢෑ㢌࡟ࠊ⾲㢟㸦ⱥᩥ࣭࿴ᩥ㸧࡜ᇳ➹⪅ࡢẶྡࢆグ㍕ࡍࡿࠋ๪㢟㸦ⱥᩥ࣭࿴ᩥ㸧ࡀ࠶ࢀࡤࠊ⾲㢟ࡢୗ㒊࡟グࡍࠋ㸲㸬࿴ᩥせ᪨ࡣᴫࡡ 400 Ꮠࢆ┠Ᏻ࡜ࡍࡿࠋ࢔ࣈࢫࢺࣛࢡࢺ㸦ⱥᩥ㸧ࡣᴫࡡ 200word ࢆ┠Ᏻ࡜ࡍࡿࠋ
㸳㸬࣮࣮࢟࣡ࢻ㸦ⱥᩥ࣭࿴ᩥ㸧ࡣྛ 5 ಶ௨ෆ࡛タᐃࡍࡿࠋ㸴㸬⠇ࡸ㡯➼ࡢ㝵ᒙᵓ㐀࡟ࡼࡿぢฟࡋࡣࠊ௨ୗࡢᙧᘧࢆᇶ‽࡜ࡍࡿࠋࡓࡔࡋࠊᚲせ࡟ᛂࡌ࡚ᵓᡂࡣᰂ㌾࡟ᑐᛂ࡛ࡁࡿࡶࡢ࡜ࡍࡿࠋ  ኱㡯┠ࠕ❶ࠖ┦ᙜ㸸ϨࠊϩࠊϪ࣭࣭࣭  ୰㡯┠ࠕ⠇ࠖ┦ᙜ㸸1ࠊ2ࠊ3࣭࣭࣭  ᑠ㡯┠ࠕ㡯ࠖ┦ᙜ㸸
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࣭࣭࣭㸦ᩘᏐࡣ࠸ࡎࢀࡶ༙ゅ࡜ࡍࡿ㸧㸵㸬ᅗ⾲ࡸ෗┿࡞࡝ࡣࠕᅗ⾲㸯ࠊᅗ⾲ 2࣭࣭࣭ࠖ࡜࠸࠺ࡼ࠺࡟㏻ࡋ␒ྕࢆࡘࡅࡿࠋ㸦ᩘᏐࡣ༙ゅ࡜ࡍࡿ㸧㸶㸬ࠕὀࠖ࡟ࡘ࠸࡚ࡣࠊᮏᩥ୰ࡢヱᙜ⟠ᡤ࡟㏻ࡋ␒ྕ࡛ 1) 2)࣭࣭࣭࡜௜ࡅࠊὀ⮬యࡣᮏᩥࡢ᭱ᚋ࡟ࡲ࡜ࡵ
࡚ᥖ㍕ࡍࡿࠋ
㸷㸬ᩥ୰࡛౑⏝ࡍࡿᘬ⏝ᩥ⊩ࡣࠊᮏᩥࡢヱᙜ⟠ᡤ࡟㸦ⴭ⪅ྡ㸪Ⓨ⾜ᖺ㸧 ࢆ♧ࡋࠊヲ⣽ࡣㄽᩥᮎᑿ࡟୍ᣓࡋ
࡚グ㍕ࡍࡿࠋ
㸯㸮㸬ᘬ⏝ᩥ⊩ᥖ㍕ᙧᘧࡣᴫࡡ௨ୗࡢ㏻ࡾࠋ
㸦㸯㸧ⴭ᭩㸸ⴭ⪅ྡ㸪ฟ∧ᖺ㸪ࠗ᭩⡠ྡ࠘ฟ∧♫㸬㸦㸰㸧ㄽᩥ㸸ⴭ⪅ྡ㸪ฟ∧ᖺ㸪ࠕㄽᩥྡࠖࠗࢪ࣮ࣕࢼࣝྡ࠘‫ ۑ‬ᕳ ‫ྕۑ‬㸪 1-2㸦࣮࣌ࢪ㸧㸬㸦㸱㸧࢙࢘ࣈ࣮࣌ࢪ㸸ⴭ⪅ྡ㸪᭱⤊᭦᪂ᖺ㸪ࠕࢱ࢖ࢺࣝࠖ
㸪࢙࢘ࣈࢧ࢖ࢺྡ㸪
㸦URL㸪ࠐᖺࠐ᭶ࠐ᪥ྲྀᚓ㸧㸯㸯㸬ㄽᩥ➼ࡣࠊ᏶඲ཎ✏࡛ᥦฟࡋࠊࡑࡢෆᐜ࡟ࡘ࠸࡚ࡣᇳ➹⪅ᮏேࡀ㈐௵ࢆ㈇࠺ࡶࡢ࡜ࡍࡿࠋ

ϩ㸬ࡑࡢ௚㸯㸰㸬ᮏせ㡿ࡣࠊ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せつ⛬㸯㸰࡟ᇶ࡙ࡃࠋ㸯㸱㸬ᮏせ㡿ࡢᨵᗫࡣࠊ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮⦅㞟ጤဨ఍ࡢ㆟ࢆ⤒࡚ࠊࢭࣥࢱ࣮㛗ࡀ⾜࠺ࠋᇳ➹⪅୍ぴ (59) ෋ൿ঻‫ق‬ൕൗದ‫ ك‬‫ ٷ‬৛ઠ ย঳‫ृق‬ऽएठ चःःठ‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ଁ ش‬ੑઇ୘৖ভ ஃઇ‫ ٷ‬৛ઠ ਮ෇‫ृق‬ऽएठ ऊङभॉ‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ଁ ش‬ੑઇ୘৖ভশ
য়ઇপ৾ ৽੾৾৖ ઇ౸‫ ٷ‬୅ি ৰ‫ق‬ऊनञ ाभॊ‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ଁ ش‬ੑઇ୘৖ভ ஃઇ‫ ٷ‬ᨒম ௏‫ق‬औऎैुध ञऐख‫ك‬  য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ ش‬৆ਿଁੑ৖ভশ  য়ઇপ৾ ৽ੋ৾৖ ၳઇ౸‫ ٷ‬᫟ম ઌ঳‫ق‬मऽुध ख॒ःठ‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ ش‬৆ਿଁੑ৖ভ ஃઇ‫❅ ٷ‬ଶ ऊउॉ‫ق‬ञऊमख ऊउॉ‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫঺ ش‬ভ৹ਪ৖ভ ஃઇ‫ ٷ‬૜ેຮ ༟‫ق‬ःऋैख ँऌै‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫঺ ش‬ভ৹ਪ৖ভ ஃઇ‫ق‬෋ൿਊৎ‫ك‬ ౶ਏౣૐ‫؞‬ଡਛ ‫ ٷ‬৵৛ি ੦ಘ‫ق‬उृऽट ुधऊ‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ ش‬ઇ୘ଢ଼஢॥‫ॹش‬ॕॿ‫شॱش‬‫ ٷ‬৐ਆ ಂஸ‫ق‬ऽइऊॎ खत‫ك‬য়ઇপ৾ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ ش‬ઇ୘ଢ଼஢॥‫ॹش‬ॕॿ‫شॱش‬

(60) ♫఍᝟ሗᩍ⫱◊✲ࢭࣥࢱ࣮◊✲⣖せࠗ♫఍࡜⤫ィ࠘➨ 8 ྕ

 ౣૐ੻৩ভ ౣૐ੻৩শ  ਷঱ ජ੬ ‫঺ق‬ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬শ ঺ভ৾৖ ઇ౸‫ك‬৆ਿଁੑ৖ভ ౣૐ੻৩ ᨒম ௏ ‫৾ੋ৽ق‬৖ ၳઇ౸‫ك‬঺ভ৹ਪ৖ভ ౣૐ੻৩ గ৑ ၐ৕‫঺ق‬ভ৾৖ ઇ౸‫ك‬ଁੑઇ୘৖ভ ౣૐ੻৩ ৛ઠ ਮ෇‫৾੾৽ق‬৖ ઇ౸‫ك‬ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ ش‬হਜଂ ౣૐ੻৩ ৵ਆ ඁೢ ‫ق‬ੲਾ੫઺஼ ୖশ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬হਜଂ ැਜ‫ك‬਽ি ஶ౴ ‫ق‬ੲਾ੫઺஼ ୖশଓଯ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬হਜଂ ැਜ‫ك‬ැണ ໲ਮ ‫ق‬ੲਾ੫઺஼ ୖ৩ ঺ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬হਜଂ ැਜ‫ك‬৵৛ি ੦ಘ‫঺ق‬ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬হਜଂ ઇ୘ଢ଼஢॥‫ॹش‬ॕॿ‫كشॱش‬৐ਆ ಂஸ ‫঺ق‬ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬হਜଂ ઇ୘ଢ଼஢॥‫ॹش‬ॕॿ‫كشॱش‬য়ઇপ৾঺ভੲਾઇ୘ଢ଼஢७থॱ‫ش‬ଢ଼஢౶ਏ

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