Việc ứng dụng các công nghệ này vào trong các lĩnh vực quan trọng của đời sống như y tế, du lịch, giáo dục,.. sẽ mang lại không ít thách thức cũng như cơ hội cho các cơ quan, doanh nghiệp, nhà trường, góp phần làm thay đổi phương pháp tiếp cận từ truyền thống sang phương pháp tiên tiến, hiện đại và mang lại hiệu quả cao.

Đối với giáo dục nói chung và giáo dục nghề nghiệp (GDNN) nói riêng, CMCN 4.0 tạo điều kiện để đổi mới tư duy và phương pháp đào tạo, học tập thông qua kết nối các thiết bị thông minh, các lớp học ảo, lớp học trực tuyến, ứng dụng công nghệ thông tin trong quản lý, tổ chức các hoạt động dạy và học nhằm giải phóng sức lao động nhưng vẫn đảm bảo chất lượng đào tạo.

Trong bối cảnh đó, Trường Cao đẳng Công nghệ cao Đồng Nai đã thực hiện nghiên cứu xu thế và ứng dụng các công nghệ trong xây dựng hệ sinh thái quản lý trong nhà trường: Hệ thống quản lý thông tin nhà trường, hệ thống quản lý thu phí tích hợp hóa đơn điện tử, hệ thống quản lý đào tạo bao gồm: Quản lý kết quả học tập, rèn luyện; xây dựng kế hoạch đào tạo và thời khóa biểu; quản lý giờ giảng của giảng viên, tích hợp các công cụ hỗ trợ thực hiện các biểu mẫu theo qui định; cổng thông tin điện tử dùng tra cứu thông tin học sinh-sinh viên (HSSV), thư viện điện tử; đặc biệt trường tổ chức thi trắc nghiệm trực tuyến (HSSV làm bài thi trắc nghiệm trên máy tính có kết nối mạng) đối với môn học, mô đun lý thuyết và được tích hợp kết quả thi vào phần mềm quản lý kết quả học tập HSSV.

Về phương án tổ chức thi trắc nghiệm trên máy tính đã được Nhà  trường triển khai thực hiện thí điểm từ năm 2014 và được cập nhật, nâng cấp năm 2019.  Tuy nhiên, để triển khai kỳ thi trắc nghiệm trên máy tính cần đảm bảo cơ sở hạ tầng công nghệ thông tin, xây dựng ngân hàng câu hỏi, các yếu tố bảo mật, mã hóa đề thi, tập huấn đội ngũ làm công tác thi,..

Về công tác chuẩn hóa đề thi cần được đặt lên hàng đầu để kết quả phản ánh đúng được năng lực của HSSV. Vì vậy, Nhà trường đã tổ chức tập huấn cho đội ngũ giảng viên xây dựng câu hỏi trắc nghiệm khách quan.

Qui trình viết câu hỏi trắc nghiệm khách quan

Về cơ sở vật chất, trang thiết bị: Phòng thi đảm bảo đủ ánh sáng, bàn, ghế, phấn hoặc bút dạ, bảng hoặc màn chiếu; có đồng hồ dùng chung cho tất cả thí sinh theo dõi được thời gian làm bài; có máy in được kết nối với máy tính. Có thiết bị kiểm tra an ninh như cổng từ hoặc thiết bị cầm tay, nhằm kiểm soát được việc thí sinh mang vật dụng vào phòng thi.

Mạng máy tính nội bộ (LAN) gồm máy chủ, máy trạm có cấu hình cao được cài đặt hệ điều hành và phần mềm thi hoạt động ổn định, đáp ứng yêu cầu thi; có thiết bị bảo mật hợp nhất cho hệ thống, thiết bị cân bằng tải đường truyền, thiết bị lưu trữ sao lưu dữ liệu, bộ lưu điện và nguồn điện dự phòng; tốc độ kết nối mạng nội bộ, kết nối Internet đảm bảo hoạt động thi trên máy. Số lượng máy tính phải đảm bảo mỗi thí sinh một máy riêng biệt và số lượng máy tính dự phòng phải đạt tối thiểu 10% trên tổng số thí sinh dự thi.

Có máy ghi hình (camera) giám sát trực tuyến đảm bảo bao quát và ghi được toàn bộ diễn biến của cả phòng thi liên tục trong suốt thời gian thi; lưu trữ hình ảnh thi vào cơ sở dữ liệu của trường.

Khu vực thi phải đảm bảo các yêu cầu bảo mật, an toàn và phòng chống cháy nổ; có nơi bảo quản đồ đạc của thí sinh.

Về phần mềm quản lý thi trắc nghiệm: Có giao diện thân thiện, dễ cài đặt, sử dụng; có khả năng ngắt kết nối với các ứng dụng và thiết bị bên ngoài không liên quan đến nội dung thi. Đồng thời, cho phép thí sinh tự đăng nhập vào phần mềm để làm bài thi bằng mã dự thi cá nhân; đảm bảo tại một thời điểm với một mã dự thi cá nhân chỉ cho phép đăng nhập duy nhất từ một thiết bị.

Có thuật toán chọn ngẫu nhiên, đồng đều các câu hỏi ở các phần kiến thức khác nhau để tạo ra đề thi trắc nghiệm từ ngân hàng câu hỏi thi; có khả năng đảo câu hỏi, đảo đáp án tự động. Mọi thao tác quản trị dữ liệu đều được ghi nhận lại lịch sử, để lãnh đạo có thể theo dõi những nhân viên quản trị  thao tác trên dữ liệu của cả hệ thống; có chức năng mã hóa, giải mã đề thi giúp cho việc bảo mật đề thi. Ngoài ra, cần có các chức năng phụ trợ như đồng hồ đếm ngược, xem trước câu hỏi tiếp theo, thống kê câu hỏi đã trả lời, tự động đăng xuất và lưu trữ bài làm của thí sinh khi hết thời gian làm bài.

Tự động chấm điểm bài thi trắc nghiệm, lưu trữ và thông báo kết quả trên màn hình hoặc in ra giấy ngay sau khi hết giờ làm bài thi hoặc khi thí sinh bấm nút “kết thúc”; kết quả thi được tự động cập nhật và tính điểm cho môn học, mô đun.

Về Phân tích kết quả: Phân tích mức độ phù hợp cho từng câu hỏi thi. Sau mỗi kỳ thi, trên cơ sở dữ liệu của ngân hàng đề thi cập nhật số lượt trả lời của từng câu hỏi, dựa vào kết quả này để đánh giá lại mức độ phù hợp cho từng câu hỏi. Khoa và giảng viên rà soát lại và đề xuất điều chỉnh về phương pháp, nội dung giảng dạy hoặc tiến hành điều chỉnh câu hỏi thi cho phù hợp.

Bảng tổng hợp kết quả theo từng câu hỏi thi

Về phân tích mức độ phù hợp của đề thi, phổ điểm: Sau mỗi kỳ thi, hệ thống tổng hợp kết quả theo mỗi đề thi: Số thí sinh tham gia thi, mức độ đạt của bài thi do thí sinh làm bài thi. Căn cứ kết quả này để đánh giá chất lượng đề thi, kết quả hoạt động dạy và học của môn học, mô đun.

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%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%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%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%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%DB0gWEoFsNQLIaheAxDsRiG5IkYhi4wDMViGIrFMBSPYSgWw5A8EcPQBYahWAxDsRiG4jEMxWIYkidiGLrAMBSLYSgWw1A8hqFYDEPyRAxDFxiGYjEMxWIYiscwFIthSJ6IYegCw1AshqFYDE100%GIZiMQzJEzEMXWAYisUwFIthKB7DUCyGIXkihqELDEOxGIZiMQzFYxiKxTAkT8QwdIFhKBbDUCyGoXgMQ7EYhuSJGIYuMAzFYhiKxTAUj2EoFsOQPBHD0AWGoVgMQ7EYhuIxDMViGH78zGYzzGYzbLbd740WiwVWq3XX19729jLHNa+97nev9e8196Nw2zDc3t6GVqvFxsaG44F6/TW9Xn8s62AYisUwFIthKB7DUCyG4cfLbDajsrISAQEB100%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%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%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%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%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%y9idfR+fn59Ha2uoUtoWFhSi73wD1RNXuMHx8CkvjhZDNrR77/FVzCgxOyPHbbPsvpa+3gfzWqZ/cBubn59HX14f8/HynMCy6fQ8To32wPfsnu7aB9QFfyObWj33+h3kfEzWUSiW02kP+0kzHzu3CsKWlBf/wD/+AoKAgeHl54fe//73jsPLDhw8BAEqlEsHBwVCr3713w2azYXt7GwaDYde4VDr55jet5CFE181iy7h7uddjcXEReXl5yM3NRV5eHvLy8pCRkYmxyTnYhv9m1x5DS//fwGDYe91HHVtGA5Kb5fgkacixx/Dc7XFs6vQHvi+9wQTzxGXn+becgq3jn8Og08BgML6X+dcNLDrm/3qP4ZRqHUYXP4Ofmv+2qnTPPYZbK8/fy89gy2jA6Ny60x7D00lDaJYuuXwO7T22YFwfB578T85vKk2nsC1Ph95gOvb5Gw0GrGl1+L5wzLHH8JOkIWS0Kg4xf/uw100%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%4sULNDc3Q6k82CF6k8mE8vJyZGZmory8HImJiRgcHERUVBSKiooA2M8f9PPzQ3t7O549e4bQ0FAUFBQgKysLeXl5uHv3Lnp7e9Ha2oqlpaVjeOTsGIYuMAx3cJMw5B7D48MwfAvD8MAYhgxDEfazx7C3txdnz100%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%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%8ke/X6/WHiuHsggpG/+pggZr6CZXdpkPFcFVrtis7QHLj0gEx/KIRhoeJYVf/HCz7HiqGM0uaQ8WwdVBtd/7aEc0BMVz8gu+lpaXlgBhW1XWA9v6hYriz3neoGN58MGt3/hnV1gExbJGvH/lvRkdHDxVDs05+uBhqs/HKWj0ghi6Jg3bn39rhgBimtx6+5MIeSqXyUDFcW1MdLoZLn5HbYDxUDI1m+xe4Dno4eywx3N7ePlQMR+Srh89KHv6AngnjoWI4Nn+0AL0MRZ2rB8Rww3R0t9BhYtjcPgLKm4eL4fbR59QeeuZ0B8RwaMlw5L/p7u4+VAzRdRwuhprKI3+ePagNOwfE8G6v8sh/Mzc3d6gY6rTLL2gxDCDq7sYbE8MvqseOpP/7B+uxgb96LTkFjsOpFUO5XE5AQIA0MDMkJEQaOKpQKAgICHipAZdWqxWTyYRer8dgMNgcV4vG+fvE3RvCT+IHCHk4jXHTcOB9e8fKysoBMczIyGRMvohl4Ae2lWLtezD2V9x9pOWDs40HxHB6UcPmEb/riw7jpoG4mll+HLd7Q/goaZALeWNs6A5+zr1Dr9dz584dsrKybCqVtk452z100%bG8Ide9B528yLF88IIbfOtdIbecSRqN9+R/0KqT8e2I4sahh8wX/ZnNzk/r6eptKMTMzkwdVbZiWi21vyE/FcGO5jf/pO8R394vhmQYS70xgsie/wcDwvMZGDH8SP0DN4MoLr6HNzU36+vpsK100%s7GxuFZejXemH5v/TVgxr32NbkYLbzUW+ee7ZNfTtc41cju098lp9mUOl1XE2e1QSwx/HDXCjYe7Inzs3Nyetvr9fDGdn57F2/5HtOah5D+vMr0ir1PL+mWdi+2cXmvg7r3bW1Bt25d80GPArn+Rvn1aKf5c4iGep/IXXj8FgQKPRUFhYaCOG6enp9AzOsTP+i4NloP9PaO1X8d/OtxwQw56xVbvOgXHTQO6jBX70tAz8z+RBPkkfZlm5ceRnqKiosHm4y8jIoK65H/NCvG3++veg6V+xqZGjNxjt+q5flL9tfI2/TRiUxPDvEwfpnFQeWQba29ttykBWVha3y2rZXGk8KIZ172FauoveYHrt+TcNBuZX123E8EdxAxQ9WcJoMrK1MsXOfD/bC4PszPdjXh5nc3OT8fFxm3vQnhiuLE1C+78/UAYsizJCipQ2DQR/er6JXwR2vpbPcdx67EWH3mBip/vDA/XYTs100%8v3v7fHr+DkOZViqFAoiIqK4tGjR9JrYWFh0pTssbExrl+//lKbR1ssFpRKJXNzc8zPz0vHwvw8TgWjzwpUwiD+d8dYWZq3eZ/0/oUFxsbGDhXDzp5RtrsOFigG/oLcqgW+efaZlHzvUgs/dG6hZ2ia5Rf8rpc5VpbmiXgwzk/id/P/Q9Ig53OGmZmdY+EF/2Zubo7S0lIbMczIyKC2eQDD8JWDLW5P/gPt3SN8eLmd7z2tFL9/pYVvf9bE3YYxVhWvnn91aZ6iR5NS/p/d2D06h2dYXjz83ywtLVFZWXlADO/eb0I5nm57Q254DxrfY2Gsko+8B/juhWdi+8GvG4ksGEC5svDK+RWL87QPzvCPybsV4u5NeZC77VOsvuC8Li0t0dbWdqBSKSi8y9x4y64YPtdaopdHciVxmm+da7L5/j+P7ERhx/WzOD+PfHqOM1nD/M/kZ/ljKyZemH9xcZHBwUGb6yc3N5es7FwGBoawPP6q7TmofQ/LyP8i9vYSH/z6mdj+2cVm/vZaG+OTsywuvPpnWF6cx/v2mCQmf5c4iGvhKEtH/MypqSlu3br1XBnOoOXxCKb+n9qWgbr3oPuPeNg6vSuGV56J4Z9dbKaxQ87Ksn1l4GadXCoD/3hjiE/ShxmRz73wMywsLFBeXn5ADB/WdLA+GnygDFsb/xVL053MzSteOedR96Cqrmn+7jkxrO+dfuF9dGlpiYaGBpsykJWVRfHtKhQT5YeK4dpYDrMLqteef2lhnoHxWX5+c/ehdK8MZDbIWVlbZSX5E1RXfgul+1dRuXyF1bC/Zmlpme6e3gNlOCevkInRHqyP/t2BhzvzhAs+2Qs2DQTf+byJn/s/3j2ndnyG49ZjRx2z82uYnvzpgXrM+OR7zM4r7f6+98+wFZwsp04M19fXuX79Op988gnl5eXcuXMHuVxOe3s7rq6u5ObmEhQURFFRkd2/S3Qlf3FX8vSi+o12JS+85q7kbW3vl9aVPK00vbau5K2NiWN1Jb+OMYav0pW8trZ2aFfy6qryRLqSjzvG8NhdyUPfoHti89Cu5NE5nd35RVfyvq7kjScO1ZW8kfM5SqevoLr2Ryiv/me0cX8PwNz8wqFdyRuapdPflXzYGEPRlfzWcerEUKlUUlhYSEZGBsnJycTFxdHT0wPsSk10dDSFhYUYjUa7f5eYfCImn9iDmHwiJp/Yi5h84riTTzZyLqB0/h1UXn+M0vX30MZ9BMDs3LyYfCI41Zw6MXyTCDEUYmgPQgyFGNqLEEMhhvYixFBwXIQYHsHxxVAnxFCIoYQQQyGG9iLEUIihvQgxFBwXIYZH8KICtdX/k100%kn7OReY6NzHOsp33KZpE766oV8gpuCTEUYggIMRRiKMRQiKEQQ8HpQ4jhEbyoQG3WJrB29jdQuvwnlC7/ibVLv8m637dYX1sk71ahEEMhhsBbLoZWC1i2wbLz9Nj9fyGGb0oMrfu++33nwGp9JTHcsVhtjx0rVvvn/ggxFGIoOIUIMTyCFxUoY2Mqyiu/jcrrj3dvCu5fZSP0L1hfWxJiKMRQ4m0WQ0NNAmr/76KJ+Gs0EX+NOvj7bOZeYHVtjazsHCGGX6IYrm9bQT2LJvwvd4+9cxD4IZbpJ1Q100%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%mpbVkdke3ubJ0+eMDQ0dCrrAIF9CDF8zSwsLBAeHk5PT89JR3klurq6CAwMJCAgAJlMJu0/fVqYmpoiNjYWf39//Pz8GB0dPelIx6anp4dLly5RUFDA9vbp2oTeYrFQW1uLj4/PqVxk3mKx0NTUhK+vL5GRkTQ0NJx0pGMzPDyMTCbjwoUL1NTUnHScYzM0NERkZCRBQUH4+/sjl8tPOtKxWF5eJjk5mYiICPz9/UlNTWVjY+OkY700m5ub5OfnExwcjL+/P1FRUSwuLp50LMEbRIjha2Zubo4zZ87g5OREX1/fScc5Fmq1Gh8fH5qbm1EoFOTl5REYGHiqnhiTk5O5desW8/PzpKWlUVhYeOq2RhwaGiIgIIDPPvuMkpKSU5W/paWF69evMzIywsbGBrW1tdy5c4fp6emTjvZSbGxsEBAQQG9vL8vLyzQ2NnLv3j1GRkawWq0nHe8LGRwcJDAwkMrKSrKyssjNzT3pSMdCp9MRExNDeXk5KysrJCQkUFFRcWrKgNFoJDc3lxs3brC8vIxcLsfLy4uIiAh0Ot1Jx3spWltbCQoKYnFxEblcTlRUFL6+vszOzp50NMEbQojha2ZkZISgoCDu3r2Lq6srvb29Jx3ppZHL5Xh6eqLRaIDdzxIQEHBqumRNJhO+vr6SkGdkZHDhwgWcnZ3Jzs7GZDKdcMKXY2FhgdTUVIqLi/Hz8yM3N5f79++j1WpPOtoXstda1dXVRWpqKoGBgURGRuLs7HwqutV0Oh2enp7Mzs7S3t6Oj48P4eHheHp60tjY6NByuL29TW5uLg0NDVgsFpqbm/H39z9VD3ZarRZfX1/q6+vZ2dkhKSlJ2ua0vLycnZ2dk454JDqdjqioKEpKSqTXMjIy+PWvf016evqpGB5SXl5OWFiY9GeDwUBSUhIhISGnfpiU4OUQYmgnOzs100%10dTUhFKpZHZ2lpqaGiwWC6Wlpbi6ujp0t/LeBdDY2Mj4+DhpaWlMTU0Bu2IYHBzM4uIiFouFubk5h3zqXV5epqGhgYmJCcrKyhgbG2N7e5v09HQmJycZGhrCy8vLYbvV1tfXaWlpobu7W+pyys3NZWRkhIGBAT7++GMuXLjA8vLyCSc9nK2tLTo7O2lvb2d1dZXCwkI++eQTEhMTWVlZQa/Xk5qaSlhYmENe100%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%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%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%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%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%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%T0mODneOTE0m81oNJpDK+nHjx8zOjr