1. åºç« ïŒãªã¢ãŒãã¯ãŒã¯ã®æ代ãšããŒã¿ãšã³ãžãã¢ãªã³ã°
çŸä»£ç€ŸäŒã§ã¯ãåãæ¹ã®å€æ§åãæ±ãããããã®äžã§ããªã¢ãŒãã¯ãŒã¯ã¯éèŠãªéžæè¢ã®äžã€ãšãªã£ãŠããŸãããã®èšäºã§ã¯ããããªãªã¢ãŒãã¯ãŒã¯ã®æ®åãšãã®èæ¯ããããŠãªã¢ãŒãã¯ãŒã¯ãšæ·±ãé¢ãããæã€ããŒã¿ãšã³ãžãã¢ãªã³ã°ã«ã€ããŠããããããã解説ããŸãã
1.1 ãªã¢ãŒãã¯ãŒã¯ã®æ®åãšãã®èæ¯
ãªã¢ãŒãã¯ãŒã¯ã®æ®åã¯ãæ°åã³ãããŠã€ã«ã¹ã®åœ±é¿ã倧ãããšèšããŸããããããããã ãã§ãªããã€ã³ã¿ãŒãããæè¡ã®é²æ©ããäŒæ¥ã«ãããåãæ¹ããããã®æšé²ãšèšã£ãèæ¯ããããŸããããã«ãçãšãã«ã®ãŒãå°çç°å¢ã®ä¿è·ã女æ§ãè²å äžã®äººã ã®ç€ŸäŒåå ä¿é²ãšãã£ãèŠç¹ãããããªã¢ãŒãã¯ãŒã¯ã¯éèŠèŠãããŠããŸãã
1.2 ããŒã¿ãšã³ãžãã¢ãªã³ã°ãšã¯äœã
ããŒã¿ãšã³ãžãã¢ãªã³ã°ãšã¯ãããžãã¹ãç 究ãæ¯ããããŒã¿ãåéãæŽçã解æããäžé£ã®å·¥çšå
šäœãæããŸããã³ã³ãã¥ãŒã¿ããã°ã©ãã³ã°ãæ°åŠãçµ±èšåŠãªã©ã®ã¹ãã«ãå¿
èŠãšããããã®é åã¯ãè¿å¹Žã®ããã¯ããŒã¿ã®ççºãAIã®çºå±ãšå
±ã«ãŸããŸãéèŠæ§ãå¢ããŠããŸãã
1.3 ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®éèŠæ§
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã¯ãéç£ãããããŒã¿ãæå¹ã«å©çšããããžãã¹ãç 究ã«æŽ»ããããã®éèŠãªåœ¹å²ãæ ã£ãŠããŸãããŸããé©åãªããŒã¿ã®æŽçãã解æãè¡ããããšã«ãããäºæž¬ã¢ãã«ã®ç²ŸåºŠãäžãããææ決å®ã®æ ¹æ ãããæ確ã«ããããšãã§ããŸãããããã®çç±ããããã¯ãããžãŒãããžãã¹ãã£ãŒã«ãã§ã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®éèŠæ§ã¯ãæ¥ã«æ¥ã«å¢ããŠããŸãã
2. ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®äž»èŠæ¥å
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã¯ãããžãã¹ã®ææ決å®ãæ¯ããããŒã¿ããªãã³ãªãšã³ã·ã¹ãã ã®æ§ç¯ã«äžå¯æ¬ ãªå°éç¥èãæã€åéã§ãããã®é åã®å°é家ãã¡ã¯ãããŒã¿ã®åéãæŽçã解æãå¯èŠåããããŠããŒã¿ããŒã¹ã®éçšãšç®¡çãšãã£ãæ¥åã«æºãããŸãã
2.1 ããŒã¿åéã»æŽç
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®æåã®ã¹ãããã¯ãããŒã¿ã®åéã§ããäŒæ¥ã䜿çšããããŸããŸãªæ å ±æºããããŒã¿ãæœåºããããšã§ã次ã®è§£æå·¥çšã«é²ãåºç€ãç¯ãããŸããããŒã¿ã®åéã¯èªååãããããã»ã¹ã®èšå®ãAPIã䜿ã£ãããŒã¿ã®ååŸãªã©ãå€å²ã«ããããŸãã
ç¶ããŠãããŒã¿ãšã³ãžãã¢ãªã³ã°ã§ã¯ãåéãããããŒã¿ãæ±ãããã圢ã«æŽçããå¿ èŠããããŸããããã¯ãã¯ã¬ã³ãžã³ã°ãå€æã®ãããªããã»ã¹ãå«ãããŒã¿ã®ååŠçãæå³ããŸããããã§ããšã³ãžãã¢ã®æè¡åãšçµéšãåãããæ¥åãšãªããŸãã
2.2 ããŒã¿è§£æã»å¯èŠå
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®äžå¿ç圹å²ã®1ã€ã«ã¯ãåéããæŽçãããããŒã¿ã®è§£æããããŸããããŒã¿ãšã³ãžãã¢ã¯ãããŒããã©ãŒãã³ã¹ã€ã³ãžã±ãŒã¿(KPI)ãããžãã¹ç®æšã«åºã¥ããŠãããŒã¿ããæçãªæ å ±ãåŒãåºãããã®è§£æãè¡ããŸãããŸããåæã®çµæãããç解ããããããããã®ããŒã¿å¯èŠåãéèŠãªæ¥åãšãªããŸããå¯èŠåã¯ãããŒã¿ã®ãã¿ãŒã³ããã¬ã³ããçžé¢é¢ä¿ãæ確ã«ããããã®åŒ·åãªããŒã«ãšãªãåŸãŸãã
2.3 ããŒã¿ããŒã¹éçšã»ç®¡ç
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®æ¥åã¯ãããŒã¿ãåéã»æŽçã»è§£æããã ãã§ã¯ãªãããã®ããŒã¿ãä¿åãå¹ççã«ç®¡çããããšãå«ãŸããŸããããŒã¿ãšã³ãžãã¢ã¯ããŒã¿ããŒã¹ã®èšèšãéçšã管çã«é¢ããŠå¹ åºãç¥èãšã¹ãã«ãå¿ èŠãšããŸããããã«ã¯ãé©åãªããŒã¿ããŒã¹ã®éžæãããŒã¿ã®ä¿åã»åãåºãã®æé©åããããŠããŒã¿ã®ã»ãã¥ãªãã£ãšãã©ã€ãã·ãŒã®ä¿è·ãå«ãŸããŸãã
3. ãªã¢ãŒãã¯ãŒã¯ã§ã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®ææŠãšè§£æ±ºæ¹æ³
ããã§ã¯ããªã¢ãŒãã¯ãŒã¯ã§ã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®ææŠãšè§£æ±ºæ¹æ³ã«ã€ããŠæ¢ã£ãŠãããŸãããã
3.1 ãªã¢ãŒãã¯ãŒã¯ã®èª²é¡ãšã³ãã¥ãã±ãŒã·ã§ã³ããŒã«ã®æŽ»çš
ããŒã¿ãšã³ãžãã¢ãªã³ã°ããªã¢ãŒãã¯ãŒã¯ã§è¡ãå Žåãå ·äœçãªèª²é¡ãšããŠã¯ãã³ãã¥ãã±ãŒã·ã§ã³ã®åãã¥ãããäœæ¥é²æã®å ±æããŸãè€æ°äººã§ã®ããŒã¿æŽåã®çµ±äžæãªã©ãæããããŸãããããã«å¯Ÿãã解決çãšããŠã³ãã¥ãã±ãŒã·ã§ã³ããŒã«ã®æŽ»çšãéèŠãšãªããŸããäŸãã°ãZoomãMicrosoft Teamsãªã©ã®åç»äŒè°ããŒã«ããSlackãMattermostãªã©ã®ãã£ããããŒã«ã掻çšããããšã§ããªã¢ã«ã¿ã€ã ã®ã³ãã¥ãã±ãŒã·ã§ã³ãå¯èœã«ããäœæ¥é²æãã¹ã ãŒãºã«å ±æã§ããŸãããŸãããããã®ããŒã«ã¯ç»é¢å ±ææ©èœãåããŠãããããå¿ èŠã«å¿ããŠèªåã®äœæ¥å 容ãä»ã®ã¡ã³ããŒã«èŠããããåé¡ç¹ãå ±æãããããããšãå¯èœã§ãã
3.2 ããŒã¿ã»ãã¥ãªãã£ãä¿ã€ããã®æªçœ®
次ã«éèŠãªã®ããããŒã¿ã»ãã¥ãªãã£ã®ç¢ºä¿ã§ããããŒã ãããã¯ãŒã¯ã¯äŒæ¥å ã®ãããã¯ãŒã¯ãšæ¯ã¹ãŠã»ãã¥ãªãã£ãå³éã«ç®¡çãããŠããŸãããããããããŒã¿ãšã³ãžãã¢ãªã³ã°ã«ãããŠã¯ãäŒæ¥ç§å¯ãå人æ å ±ãªã©ãå«ãéèŠãªããŒã¿ãæ±ãããšãå€ãããããããã®æ å ±ãå€éšã«æŒæŽ©ãããšå€§ããªåœ±é¿ãåãŒãå¯èœæ§ããããŸãããã®ãããVPNæ¥ç¶ã®èšå®ãããã¹ã¯ãŒããããŒãžã£ãŒã®æŽ»çšãããŒã¿æå·åããŒã«ãçšãããªã©ããªã¢ãŒãã¯ãŒã¯ã«ãããããŒã¿ã»ãã¥ãªãã£ã®ç¶æã»åäžã«ã¯çŽ°å¿ã®æ³šæãæãå¿ èŠããããŸãã
3.3 ããŒã¿å ±æã»é£æºã®ããã®ãã©ãããã©ãŒã éžæ
æåŸã«ãããŒã¿å ±æã»é£æºã®ããã®æé©ãªãã©ãããã©ãŒã éžæããªã¢ãŒãã¯ãŒã¯ã§ã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã«ãããŠéèŠãªåŽé¢ãšãªããŸããæ°äººä»¥äžã®ãšã³ãžãã¢ãåãããŒã¿ã«ã¢ã¯ã»ã¹ããå¿ èŠãããå Žåãã©ã®ãããªãã©ãããã©ãŒã ã䜿çšãããã«ãã£ãŠäœæ¥å¹çã倧ããç°ãªããŸããããŒã¿å ±æã»é£æºãè¿ éãã€å¹ççã«è¡ãããã«ã¯ãGitHubãBitbucketãšãã£ãã³ãŒã管çããŒã«ãGoogle DriveãDropboxãªã©ã®ã¯ã©ãŠãã¹ãã¬ãŒãžããããŠããŒã¿ããŒã¹ãããŒã¿ãŠã§ã¢ããŠã¹ãªã©ã®ããŒã¿ç®¡çã·ã¹ãã ã®é©åãªçµã¿åãããå¿ èŠãšãªããŸããããããã®ããŒã«ã®ç¹æ§ãç解ããèªåãã¡ã®ç®çã«æé©ãªçµã¿åãããèŠã€ããããšãããªã¢ãŒãã¯ãŒã¯ã§ã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®æåã«ãšã£ãŠéèŠãšãªãã®ã§ãã
4. ãªã¢ãŒãã¯ãŒã¯ã§ããŒã¿ãšã³ãžãã¢ãªã³ã°ãè¡ãããã®ã¹ãã«
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã¯ãããžãã¹ã«æã䟡å€ãããããæ å ±ãèŠã€ãåºãããããå©çšå¯èœãªåœ¢åŒã«å€æããä»äºã§ãããããåæ»ã«è¡ãããã«ã¯äžå®ã®ã¹ãã«ãæ±ããããŸããç¹ã«ãªã¢ãŒãã¯ãŒã¯ã§ã¯ãèªå·±ç®¡çãé«åºŠãªã³ãã¥ãã±ãŒã·ã§ã³èœåãæ±ããããŸããããã§ã¯å ·äœçã«ã©ã®ãããªã¹ãã«ãå¿ èŠãªã®ã§ããããã
4.1 ããã°ã©ãã³ã°ã¹ãã«ã®éèŠæ§
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®æåç·ã§åãäžã§æãéèŠãªã¹ãã«ã®äžã€ãããã°ã©ãã³ã°ã¹ãã«ã§ããå ·äœçã«ã¯ãããŒã¿ã®åéãã¯ãªãŒãã³ã°ãå€æãèªååããããã®ã¹ã¯ãªããäœæããè€éãªããŒã¿è§£æãå¹ççã«è¡ãããã®ã¢ã«ãŽãªãºã éçºãªã©ãããŒã¿ãšã³ãžãã¢ãªã³ã°æ¥åã®å€ãã¯ããã°ã©ãã³ã°ã«äžå¯æ¬ ã§ããPythonãSQLãªã©ã®èšèªã¯ããŒã¿ãšã³ãžãã¢ãªã³ã°ã«ãããŠç¹ã«æçšã§ããããã®èšèªã䜿ãããªãããšãæ±ããããŸãã
4.2 ããŒã¿è§£æã¹ãã«ã®å¿ èŠæ§
次ã«å¿ èŠãšãªãã®ãããŒã¿è§£æã¹ãã«ã§ããããŒã¿ãšã³ãžãã¢ãªã³ã°ã§ã¯ãèšå€§ãªããŒã¿ã»ãããæ±ãããšãå€ã ãããŸãããããã®ããŒã¿ããæçãªæ å ±ãæœåºããããžãã¹äžã®ææ決å®ã«ã€ãªããããã«ã¯ãçµ±èšç¥èã掻çšããããŒã¿è§£ææè¡ãå¿ èŠã§ãããŸããå¯èŠåããŒã«ã掻çšããŠããŒã¿ããããããã衚瀺ããæè¡ããããŒã¿ã®è§£éãå©ããããŒã éã§ã®ã³ãã¥ãã±ãŒã·ã§ã³ãä¿é²ããŸãã
4.3 ã³ãã¥ãã±ãŒã·ã§ã³èœåãéãã
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã¯å€ç«ããŠè¡ããã®ã§ã¯ãªããããžãã¹å šäœã®äžéšãšããŠè¡ãããŸãããã®ããã³ãã¥ãã±ãŒã·ã§ã³èœåãéåžžã«éèŠãšãªããŸããç¹ã«ãªã¢ãŒãã¯ãŒã¯ã®å Žåããªãã£ã¹å ã§çŽæ¥äŒè©±ããæ©äŒããªããããæ確ãã€å¹æçãªã³ãã¥ãã±ãŒã·ã§ã³èœåãæ±ããããŸããããŒã¿ãšã³ãžãã¢ã¯èªèº«ã®èŠã€ããç¥èŠãä»ã®ããŒã ã¡ã³ããŒãã¹ããŒã¯ãã«ããŒãšå ±æãããããããžãã¹äžã®ææ決å®ã«ã©ã圱é¿ãäžããããäŒããå¿ èŠããããŸãã
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®ãªã¢ãŒãã¯ãŒã¯ã«é©ããããŒã«ã»ãœãããŠã§ã¢
ãªã¢ãŒãã¯ãŒã¯ã«ãããŠäœãéèŠããšèãããšãã³ãã¥ãã±ãŒã·ã§ã³ãçŸç¶ã®é²è¡ç®¡çã¯åœç¶ã®ããšãä¿¡é Œæ§ãã»ãã¥ãªãã£ãæ¬ ãããŸãããããŒã¿ãšã³ãžãã¢ãªã³ã°ã«ã¯ãç¹ã«ãã®èšŒã瀺ãã¹ãåçš®ã®ããŒã«ããœãããŠã§ã¢ãè±å¯ã«ååšããŸãã
ããŒã¿ãšã³ãžãã¢ãªã³ã°çšããŒã«
ãªã¢ãŒãã¯ãŒã¯ã§ããŒã¿ãšã³ãžãã¢ãªã³ã°ãè¡ãéã«æåã«å¿ èŠãšãªãã®ããããŒã¿ãšã³ãžãã¢ãªã³ã°çšã®ããŒã«ã§ãããã®äžã«ã¯ãããŒã¿è§£æãããŒã¿å¯èŠåãè¡ãããŒã«ãå«ãŸããŸããå ·äœçã«ã¯ãSQLãPythonãªã©ã®ããã°ã©ãã³ã°èšèªãçšããããŒã¿è§£æãTableauãPowerBIãªã©ã®ããŒã¿å¯èŠåããŒã«ããããŸãã
ãŸããããŒã¿åŠçãæŽåœ¢ããäžã§ã®å¹çåãå³ãããã«ã¯ãApache HadoopãApache Sparkãšãã£ãããã°ããŒã¿ãæ±ãããã®åæ£èšç®ãã¬ãŒã ã¯ãŒã¯ãããã³ãPandasãNumPyãªã©ã®ããŒã¿æäœçšã®ã©ã€ãã©ãªãéåžžã«éèŠã§ãã
ã³ãã¥ãã±ãŒã·ã§ã³çšããŒã«
次ã«ããªã¢ãŒãã¯ãŒã¯ãªãã§ã¯ã®ãããŒã éã®ã³ãã¥ãã±ãŒã·ã§ã³ãæ¯ããããŒã«ã«ã€ããŠèããŠã¿ãŸããããç©ççãªè·é¢ãè¶ããŠããŒã¿ãšã³ãžãã¢ãªã³ã°ãè¡ãéã«ã¯ãSlackãMicrosoft TeamsãZoomãªã©ã®ã³ãã¥ãã±ãŒã·ã§ã³ããŒã«ãäžå¯æ¬ ã§ãã
ãããã®ããŒã«ã䜿çšããããšã§ãååãšã®å³æéä¿¡ããããªäŒè°ãéããŠã®ææ決å®ããŸããã¡ã€ã«å ±æãç°¡åãªãããžã§ã¯ã管çãå¯èœãšãªããŸãããããã®ã³ãã¥ãã±ãŒã·ã§ã³ããŒã«ã®æŽ»çšã«ãããçŸå Žã®ç©ºæ°æãåçŸããå¹ççãªååäœæ¥ãå®çŸããŸãã
ããŒã¿ä¿è·/ã»ãã¥ãªãã£ããŒã«
ãªã¢ãŒãã¯ãŒã¯ã«ãããããŒã¿ãšã³ãžãã¢ãªã³ã°ã§ã¯ãæãéèŠãªèŠçŽ ã®äžã€ãããŒã¿ã®ã»ãã¥ãªãã£ã§ããããŒã¿ã¯äŒæ¥ã®éèŠãªè³æºã§ããããããå®ãããã«ã¯ãVPNæ¥ç¶ããšã³ããã€ã³ãã»ãã¥ãªãã£ããŒã«ãããã³ããŒã¿æå·åãœãããŠã§ã¢ãªã©ãäžå¯æ¬ ãšãªããŸãã
ãŸããå€æ®µéèªèšŒãå°å ¥ããããšã§ãäžæ£ãã°ã€ã³ãé²ãå±€ãäžå±€åŒ·åãããªã¢ãŒãç°å¢äžã§ã®ããŒã¿ä¿è·ã匷åºãªãã®ã«ããããšãã§ããŸããã¯ã©ãŠãã¹ãã¬ãŒãžãSaaSã®æŽ»çšãä»åŸãŸããŸãé²ãããšã§ãããããã®ã»ãã¥ãªãã£å¯Ÿçãå¿ é ãšãªããŸãã
6. ãªã¢ãŒãã¯ãŒã¯ã§æŽ»èºããããã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®åŠç¿æ¹æ³
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã¯ããã®æ§è³ªäžãäž»ã«ã€ã³ã¿ãŒãããã䜿çšãããªã¢ãŒãã¯ãŒã¯ãå¯èœãªåéã§ãããããããã®å®è·µã«ã¯äžå®ã¬ãã«ã®å°éç¥èãšæè¡ãå¿ èŠãšãªããŸãã以äžã§ã¯ããããªããŒã¿ãšã³ãžãã¢ãªã³ã°ã®åŠç¿æ¹æ³ã«ã€ããŠè§£èª¬ããŸãã
6.1 æçšãªãªã³ã©ã€ã³ãªãœãŒã¹
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã«èå³ãæã£ãæ¹ã¯ããŸãã¯ãªã³ã©ã€ã³ãªãœãŒã¹ã掻çšããããšã§åºç€ç¥èã身ã«ã€ããããšãã§ããŸããäžäŸãšããŠã“Coursera”ã“edX”ãªã©ã®MOOCsïŒMassive Open Online CoursesïŒã§ã¯ãããŒã¿ãšã³ãžãã¢ãªã³ã°ã®åºç€ããå¿çšãŸã§ãåŠã¹ãã³ãŒã¹ãååšããŸãããŸãã“GitHub”ã§ã¯ãããŒã¿ãšã³ãžãã¢ãªã³ã°ã«é¢é£ãããããžã§ã¯ããã³ãŒããæ¢ãããšãã§ããå®éã®ç¶æ³ãç解ããäžã§æçšãªåèè³æãšãªããŸãã
6.2 ãã³ãºãªã³ç·Žç¿ã®éèŠæ§
äžæ¹ãå®éã®æ¥åã§ã¯çè«ã ãã§ãªããå®éã«æãåããã¹ãã«ãéèŠãšãªããŸãããã®ããã“Kaggle”ã“LeetCode”ã®ãããªãã©ãããã©ãŒã ã掻çšããå®éã®ããŒã¿ã䜿çšããåé¡è§£æ±ºã«åãçµãããšãå¹æçã§ãããããã®ãã©ãããã©ãŒã ã§ã¯ãå®éã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®èª²é¡ãæš¡ããåé¡ãæäŸãããŠããããã³ãºãªã³ã§åé¡ã解ãããšã§çè«ãå®è·µã«ç¹ããããšãå¯èœã§ãã
6.3 å®è·µçãããžã§ã¯ãã«ææŠ
ããã«ãå®è·µçãªãããžã§ã¯ãã«åãçµãããšã§ãå šäœã®æµããé ã«å ¥ããããšãã§ããŸããããã«ã¯“DataCamp”ã®ãããªãããžã§ã¯ãããŒã¹ã®åŠç¿ãã©ãããã©ãŒã ãå©çšããããšãæçšã§ããããã§ã¯ãå®éã®ããžãã¹ã±ãŒã¹ãåºã«ãããããžã§ã¯ããæäŸãããŠããã解決çãæ±ããéçšã§ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®å šäœåãææ¡ããããšãå¯èœã§ãããããã®æ¹æ³ãé§äœ¿ããããšã§ãããŒã¿ãšã³ãžãã¢ãªã³ã°ã®ã¹ãã«ã磚ãããªã¢ãŒãã¯ãŒã¯ã§ã®æŽ»èºã«ã€ãªããŸãããã
7. çµè«ïŒããŒã¿ãšã³ãžãã¢ãªã³ã°ãªã¢ãŒãã¯ãŒã¯ã®å°æ¥å±æãšãã£ã³ã¹
ç§ãã¡ã¯ãã®èšäºã®äžã§ãããŒã¿ãšã³ãžãã¢ãªã³ã°ã®æ¥åããªã¢ãŒãã¯ãŒã¯ã§è¡ãæ¹æ³ã«ã€ããŠèª¬æããŠããŸãããããã§ã¯ãã®ç·æ¬ãšããŠããªã¢ãŒãã¯ãŒã¯ã®ã¡ãªãããšãã¡ãªããããããŠãã®çµæãšããŠã®ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®å°æ¥å±æã«ã€ããŠèå¯ããŠã¿ãŸãããã
7.1 ãªã¢ãŒãã¯ãŒã¯ã®ã¡ãªããã»ãã¡ãªãã
ãªã¢ãŒãã¯ãŒã¯ã¯ãéå€æéã®åæžãåãæ¹ã®èªç±åºŠã®æ¡å€§ãªã©æãããªã¡ãªããããããããŸããããããªãããåæã«ãã¡ãªãããååšããŸããèªå·±ç®¡çã®é£ãããæ å ±å ±æã®å°é£ããªã©ããªã¢ãŒãã¯ãŒã¯ç¹æã®èª²é¡ã«çŽé¢ããããšã§ããããããããé©åãªããŒã«ã®æŽ»çšãã³ãã¥ãã±ãŒã·ã§ã³ã®å·¥å€«ã«ãã£ãŠããããã®åé¡ã¯å æå¯èœã§ãã
7.2 ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®éèŠã®æ¡å€§
è¿å¹Žã®ããžã¿ã«æè¡ã®é²åã¯ãããŒã¿ã掻çšããŠããžãã¹äŸ¡å€ãçã¿åºãããŒã¿ãšã³ãžãã¢ãªã³ã°ã®éèŠãæ¡å€§ããŠããŸãããŸããã³ãããŠã€ã«ã¹ã®åœ±é¿ã§ããªã¢ãŒãã¯ãŒã¯ãäžè¬åããã«ã€ããå Žæã«ãšããããããŒã¿ãšã³ãžãã¢ãªã³ã°ã®æ¥åãè¡ãããšãå¯èœã«ãªããŸããã
7.3 ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®ãã£ãªã¢ã«ããããã£ã³ã¹ãšå¯èœæ§
ããŒã¿ãšã³ãžãã¢ãªã³ã°ã®ãã£ãªã¢ã¯ããã®éèŠã®é«ãããèŠãŠããå€å€§ãªãã£ã³ã¹ãšå¯èœæ§ãç§ããŠããŸãããªã¢ãŒãã¯ãŒã¯ã«ãã£ãŠèªåã®ã©ã€ãã¹ã¿ã€ã«ã«åãããå€å圢æ ãéžã¶ããšãã§ããåã ã®ã¹ãã«ãçµéšã«å¿ããŠæ¥åãé²ããŠããããšãå¯èœã«ãªããŸããã§ããããããããçŸä»£ç€ŸäŒã®ããŒãºã«å¯Ÿå¿ããããã®ã¹ãã«ã身ã«ã€ãããã£ã³ã¹ãæŽãããšã倧åã§ãããšãããŸãã
ããããã®æ代ãããŒã¿ãšã³ãžãã¢ãªã³ã°ã¯ããã«éèŠãªã¹ãã«ãšãªãããªã¢ãŒãã¯ãŒã¯ã®æ®åã«ããè·å Žç°å¢ã®éžæè¢ãåºãããŸãã