Research on the Operating Efficiency of Chinese Listed Pharmaceutical Companies Based on Two-Stage Network DEA and Malmquist

Table 4

Analysis of DEA efficiency in the second stage of Chinese pharmaceutical companies.

Company name	Year
	2015-2016	2016-2017	2017-2018	2018-2019
Adisseo	1	0.649837545	0.625737431	0.541530825
Anke Bio	0.765162026	0.476189062	0.772255149	0.613658522
Osaikon	0.843778066	0.441445985	0.850780731	0.575021161
Baiyunshan	0.128029731	0.338472809	0.44681541	0.404956323
Bdyy	0.890834395	0.445222754	0.727676509	0.608956969
Beilu	0.808544991	0.447781474	0.735202266	0.658558851
Porton	0.790606856	0.452864356	0.741151893	0.630953461
None	0.899553352	0.412224769	0.692164738	0.575225616
Changchun High-Tech	0.697331634	0.534086802	0.974210731	0.83805388
Changjiang Runfa Medicine	0.758278202	0.457208597	0.757178228	0.355161748
Changshan Pharma	0.839430913	0.452268392	0.722949426	0.63821128
DAJY	0.498749812	0.453046771	0.736062102	0.592503277
Dezhan	1	0.540144516	0.907325608	0.65741689
Jiao	1	0.695657355	1	0.349390869
DBBT	0.79160979	0.443887279	0.725436161	0.605439407
VC	0.52176685	0.452560475	0.4923262	0.401474275
Dongcheng	0.875632334	0.456954862	0.768638857	0.621583435
Nhwa Pharm	0.902685534	0.481101741	0.812506347	0.47310525
Ekzy	0.663965694	0.492139653	0.741589175	0.417137904
Fangsheng	0.83728348	0.445912668	0.729448377	0.613888946
Fengyuan	0.381700772	0.448248178	0.729255255	0.408521314
Fczy	0.810829455	0.450323096	0.733612414	0.613158813
Fayy	0.853851088	0.462652138	0.626676033	0.430608438
Fosun Pharm	0.405879589	0.887608474	0.863039604	0.822061518
Fuxiang	0.686147937	0.40302621	0.65968793	0.652530008
Guangji	0.781783744	0.438862422	0.728105584	0.614602675
Kwong Sang Hong	0.833600898	0.445235421	0.721873605	0.602632782
Guang Yuyuan	0.873544633	0.467173716	0.78987118	0.443703159
Lark	0.856359723	0.507355275	0.834541643	0.432730249
Glsj	0.762864498	0.498932775	0.802401553	0.666986138
Sinopharm Hyundai	0.304326441	0.467872765	0.522609903	0.295245894
Harbin Pharm	0.471907832	0.498927974	0.51892983	0.413398936
Haili Bio	0.845981594	0.452963586	0.715761969	0.596021344
Hnhy	0.546132286	0.451209071	0.73929906	0.377683569
Hepalink	0.570692829	0.455773586	0.833748227	0.517400795
Haishun New Pharma	0.875191121	0.441283929	0.718583719	0.61164409
Haisco	0.265247759	0.462094574	0.770404638	0.453228976
Hisoar	0.806777693	0.483733043	0.841284576	0.486621529
Haixin	0.869599312	0.45122025	0.748838002	0.618733421
Hisun	0.295330677	0.469935051	0.434672128	0.436124359
Han Sen Pharm	0.842792274	0.449054927	0.739269782	0.624481603
Hybio	0.741190863	0.482159427	0.64940653	0.450484128
Hengrui	0.994006619	0.851204335	1	1
Chase Sun	0.510934768	0.252963632	0.388183145	0.487982456
NCPC	0.446958138	0.442893623	0.485019512	0.416336438
Huahai	0.483631419	0.517819876	0.744562547	0.468120819
Hualan Bio	0.488018688	0.463275133	0.825155867	0.606937968
Huaren	0.858322442	0.445957989	0.72614299	0.608155932
HRSJ	0.39055996	0.606296731	0.659827456	0.641018804
China Resources Double-Crane	0.532023886	0.544202986	0.588679129	0.519985
Huashen Technology	0.899423723	0.461862909	0.723906959	0.610948685
Walter Dyne	0.842502696	0.497242721	0.767143201	0.641896259
Yanbian FC	0.442623386	0.657329408	0.887815963	0.555869763
Kyrgyzstan	0.455180857	0.466836149	0.763056261	0.299038639
Jichuan	0.692456078	0.269019483	0.480891191	0.509052877
Jimin	0.843175982	0.447230193	0.72593401	0.612949828
JYPC	0.902264504	0.405752965	0.710764503	0.579782874
Joincare Pharm	0.320679344	0.446019187	0.442365325	0.607505328
Jiangzhong	0.968578156	0.488910163	0.806995681	0.681786657
Jincheng	0.680587626	0.446883725	0.726463433	0.422778688
Jinhe Bio	0.767555971	0.454800853	0.751896726	0.621861095
Jinling	0.882151804	0.462632532	0.777149818	0.420373223
Jinshiya	0.818824975	0.430337738	0.708029409	0.621839405
Jingxin	0.754271786	0.3997261	0.669011225	0.458543459
Jinghua	0.818896414	0.46479897	0.771305173	0.511596589
Jingfeng	0.659628837	0.462586912	0.756245434	0.295660795
Jiuqiang	0.888800059	0.475114126	0.779541159	0.656729486
Jiuzhitang	0.682939594	0.388385296	0.576221175	0.418866032
Jiuzhou	0.70068303	0.459376494	0.75017596	0.426386203
CONBA	0.450840367	0.532007534	0.572159801	0.36900969
Kanghong	0.630861917	0.383874254	0.632910424	0.462196751
Kangyuan	0.569889462	0.483812562	0.800075831	0.457930115
Kangzhi	0.860448512	0.447077729	0.722807424	0.595329819
KHB	0.75874045	0.446262253	0.731865553	0.430496937
Kelun	0.392192554	0.491878068	0.573939315	0.514916857
Sunflower	0.397069408	0.402221867	0.677747189	0.568562512
Kunming Pharm	0.484712539	0.482852557	0.787863272	0.452428396
Lummy	0.757591911	0.446024294	0.735699424	0.57313539
LAYN	0.82616477	0.46673708	0.735088104	0.618275961
Lisheng Pharma	0.892289898	0.44823865	0.743782606	0.632397402
Livzon Pharm	0.330476519	1	0.621269109	0.563738749
LEADMAN	0.744491132	0.439674197	0.708587278	0.605240773
Lianhuan Pharm	0.883381664	0.449882686	0.733590338	0.614613785
Lingkang	0.487342648	0.461147315	0.755609423	0.634678684
Lingrui Pharm	0.820570294	0.469108287	0.768403276	0.650201258
Long Jin Pharm	0.825269505	0.445474296	0.7213483	0.596440566
Lukang Pharm	0.709307544	0.271967764	0.448405964	0.41417971
Mike Bio	0.829672491	0.491963544	0.816516452	0.463478288
M.k.	0.702540171	0.461798568	0.750504723	0.334581671
Palin Bio	0.800366688	0.44299407	0.733746558	0.627260125
PIEN TZE HUANG	0.9045343	0.538290845	0.947536174	0.513658965
Julie Plec	0.549521085	0.305111815	0.499939327	0.524584684
Plyy	0.533402894	0.421972728	0.708018213	0.458768245
CHEEZHENGTTM	0.565148659	0.465429448	0.761471867	0.662280612
Qidi	0.86117892	0.441527153	0.709508207	0.607695056
Qianhong Biopharma	0.874606048	0.456315537	0.750563573	0.635328671
Qianjin Pharm	0.739246108	0.471814504	0.779924867	0.439377818
Qianyuan	0.831338985	0.404575277	0.655154668	0.336313058
Renfu	0.334414205	0.618045999	0.176055483	0.552146513
Renhe Pharmacy	0.888111873	0.496037076	0.837040815	0.469528713
Rpsw	0.594394568	0.433880869	0.709930487	0.626972475
Saisheng	0.929682934	0.476157778	0.77599003	0.625516632
SAM	0.905264682	0.451150287	0.680555861	0.60183122
Shanhe Pharmacy	0.847924844	0.432928146	0.710008765	0.610022991
Shkb	0.848089711	0.471499157	0.758909287	0.643053348
Shanghai RAAS Blood Products	1	0.54470828	0.409520354	0.468019077
Shenqi	0.714762096	0.381344561	0.617613041	0.61415927
Biological Stock	0.965359357	0.549223179	0.870620483	0.638968678
Salvage Pharm	0.689364433	0.415308201	0.706749477	0.198232344
Sts	0.935757517	0.472141333	0.74357052	0.605127606
Scyy	0.739153533	0.426485993	0.676414771	0.571466831
Beijing SL Pharm	0.733749939	0.506947781	0.832842848	0.681797114
Stellite	0.803378896	0.437370993	0.715251262	0.614807042
Shsw	0.890410616	0.434761769	0.700177597	0.603465476
Tat	0.842586294	0.360807923	0.584823244	0.390571577
Taiji Group	0.67919953	0.452980777	0.474001541	0.387892653
Taloph Pharm	0.842636824	0.438224781	0.689161525	0.607715363
Teyi	0.836358694	0.453682077	0.749014352	0.629612238
Tasly	0.717299163	0.615735065	0.675224149	0.512843572
Tiantan Biological	0.678613559	0.591061254	0.860246774	0.500479724
Tianyao Pharm	0.857677116	0.448393948	0.737240947	0.409261416
Thdb	0.900688131	0.545722415	0.888741777	0.491006733
Thjm	0.744976147	0.47311369	0.785334315	0.254122817
TRT	0.836177972	0.656151609	0.703560723	0.570595311
Wanbangde	0.792851861	0.453600664	0.482306406	0.423211786
Wondfo	0.718234154	0.423654128	0.712394655	0.672912535
WEDGE INDUSTRIAL	0.78623338	0.450705667	0.727173666	0.609309043
Weiming	0.801846721	0.489019559	0.697530662	0.612890373
Wowu	0.915178281	0.444228865	0.732530156	0.611424148
Wohua	0.849951067	0.451158165	0.726657243	0.616986053
Wosen	0.293538834	0.36896297	0.927581915	0.621532855
AMD	0.565789697	0.46605309	0.755941006	0.654308568
Xianju Pharm	0.722129826	0.46975224	0.788610822	0.449576159
Xiangxue Pharm	0.56594413	0.450246609	0.728601595	0.406168036
Sunflower	0.775727247	0.435119495	0.472627581	0.583260445
NHU	0.744446192	0.084792409	0.174517515	0.645247085
Xinhua	0.686150026	0.418580131	0.691475644	0.430862405
Xinbang	0.37146641	0.482379256	0.29706599	0.42940549
SALUBRIS	0.828950689	0.45514634	0.744067755	0.492886897
BROTHER	0.867361567	0.491290966	0.722969193	0.404592688
Yabao	0.62538223	0.465981424	0.776164146	0.400865973
Yatai	0.791869911	0.458579905	0.749488501	0.274754037
Yananbikang	0.609592291	0.525754839	0.495889903	0.382123694
Yiling Pharm	0.732199742	0.505748671	0.83520904	0.467694136
Yifan	0.895380366	0.428163195	0.614491215	0.498168738
Yibai	0.622820274	0.32775112	0.386250987	0.412500415
Yisheng	0.615818561	0.450233859	0.733856106	0.615039599
Yiduoli	0.768370215	0.454151698	0.749092834	0.418880633
Chinataurine	0.790572254	0.445496958	0.734787151	0.618625291
Gloria Pharm	0.425375138	0.473021826	0.735198757	0.099279291
Baiyao	0.676420897	0.831225519	0.898534261	0.870529199
Zhejiang Medicine	0.648977621	0.470928238	0.508877262	0.43259115
Zhenbao Island	0.366714214	0.44796952	0.719005835	0.445442437
Zdzy	0.666462777	0.477272075	0.688004343	0.415110578
Zhifei	0.794312561	0.48858374	1	0.851446092
Zhongguancun	0.638431487	0.361048475	0.600829723	0.58735967
China Medicine	0.600385661	0.632935767	0.705012728	0.541274783
Zhongheng Group	0.779488337	0.516431725	0.842980772	0.726827094
Zhongmu	0.891791426	0.461595881	0.758629587	0.388861314
Zhongxin	0.784299166	0.500035996	0.833734288	0.470157549
Zsyy	0.712236556	0.493776655	0.805881833	0.435730452
JLZX	0.56839467	0.487351822	0.7538412	0.407572713
Zuoli	0.506830635	0.327842837	0.530045226	0.603856046