John G Ullman & Associates 13F-HR Quarterly holdings report by institutional manager

The Securities and Exchange Commission has not necessarily reviewed the information in this filing and has not determined if it is accurate and complete.
The reader should not assume that the information is accurate and complete.

UNITED STATES SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
FORM 13F

FORM 13F INFORMATION TABLE

OMB APPROVAL

OMB Number:		3235-0006
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COLUMN 1	COLUMN 2	COLUMN 3	COLUMN 4	COLUMN 5			COLUMN 6	COLUMN 7	COLUMN 8
			VALUE	SHRS OR	SH/	PUT/	INVESTMENT	OTHER	VOTING AUTHORITY
NAME OF ISSUER	TITLE OF CLASS	CUSIP	(x$1000)	PRN AMT	PRN	CALL	DISCRETION	MANAGER	SOLE	SHARED	NONE
3M CO	COM	88579Y101	1,894	8,048	SH		SOLE		0	0	8,048
ABBOTT LABORATORIES	COM	002824100	15,294	267,992	SH		SOLE		0	0	267,992
AECOM	COM	00766T100	3,611	97,200	SH		SOLE		0	0	97,200
ALPHABET INC	COM	02079K107	1,813	1,733	SH		SOLE		0	0	1,733
ALPHABET INC	COM	02079K305	1,679	1,594	SH		SOLE		0	0	1,594
AMERICAN DEFENSE SYSTEMS INC	COM	025351107	0	50,000	SH		SOLE		0	0	50,000
AMERICAN SOFTWARE INC	COM	029683109	7,272	625,287	SH		SOLE		0	0	625,287
AMGEN INC	COM	031162100	2,193	12,608	SH		SOLE		0	0	12,608
APPLE INC	COM	037833100	2,175	12,854	SH		SOLE		0	0	12,854
ARCHER DANIELS MIDLAND CO	COM	039483102	3,677	91,750	SH		SOLE		0	0	91,750
AT&T INC	COM	00206R102	405	10,414	SH		SOLE		0	0	10,414
AUTOZONE INC	COM	053332102	213	300	SH		SOLE		0	0	300
AVALON ADVANCED MATERIALS INC	COM	05337L106	2	18,750	SH		SOLE		0	0	18,750
BANK OF NOVA SCOTIA	COM	064149107	6,909	107,067	SH		SOLE		0	0	107,067
BAXTER INTERNATIONAL INC	COM	071813109	4,950	76,577	SH		SOLE		0	0	76,577
BCE INC	COM	05534B760	7,968	165,965	SH		SOLE		0	0	165,965
BERKSHIRE HATHAWAY INC	COM	084670702	600	3,025	SH		SOLE		0	0	3,025
BLACKROCK INC	COM	09247X101	514	1,000	SH		SOLE		0	0	1,000
BLUE BIRD CORP	COM	095306106	941	47,300	SH		SOLE		0	0	47,300
BRISTOL-MYERS SQUIBB CO	COM	110122108	8,225	134,226	SH		SOLE		0	0	134,226
BROOKS AUTOMATION INC	COM	114340102	5,446	228,358	SH		SOLE		0	0	228,358
CALAMP CORP	COM	128126109	4,407	205,666	SH		SOLE		0	0	205,666
CANADIAN WESTERN BANK	COM	13677F101	247	7,900	SH		SOLE		0	0	7,900
CELGENE CORP	COM	151020104	418	4,008	SH		SOLE		0	0	4,008
CIENA CORP	COM	171779309	4,817	230,133	SH		SOLE		0	0	230,133
CIGNA CORP	COM	125509109	487	2,400	SH		SOLE		0	0	2,400
CISCO SYSTEMS INC	COM	17275R102	931	24,320	SH		SOLE		0	0	24,320
COCA-COLA CO	COM	191216100	450	9,806	SH		SOLE		0	0	9,806
CONDUENT INC	COM	206787103	3,374	208,809	SH		SOLE		0	0	208,809
CONOCOPHILLIPS	COM	20825C104	8,659	157,750	SH		SOLE		0	0	157,750
CORNING INC	COM	219350105	22,428	701,095	SH		SOLE		0	0	701,095
CORNING NATURAL GAS HOLDING CO	COM	219387107	243	12,448	SH		SOLE		0	0	12,448
DANAHER CORP	COM	235851102	484	5,213	SH		SOLE		0	0	5,213
DOUGLAS DYNAMICS INC	COM	25960R105	223	5,900	SH		SOLE		0	0	5,900
DUKE ENERGY CORP	COM	26441C204	3,769	44,806	SH		SOLE		0	0	44,806
ELI LILLY AND CO	COM	532457108	265	3,141	SH		SOLE		0	0	3,141
ELMIRA SAVINGS BANK	COM	289660102	3,540	173,538	SH		SOLE		0	0	173,538
EMERSON ELECTRIC CO	COM	291011104	29,229	419,411	SH		SOLE		0	0	419,411
EXELON CORP	COM	30161N101	3,745	95,035	SH		SOLE		0	0	95,035
EXXON MOBIL CORP	COM	30231G102	27,432	327,982	SH		SOLE		0	0	327,982
FLOWSERVE CORP	COM	34354P105	6,241	148,144	SH		SOLE		0	0	148,144
GENERAL ELECTRIC CO	COM	369604103	3,768	215,929	SH		SOLE		0	0	215,929
GENERAL MOTORS CO	COM	37045V100	469	11,450	SH		SOLE		0	0	11,450
GLAXOSMITHKLINE PLC	COM	37733W105	2,560	72,160	SH		SOLE		0	0	72,160
GRANITE CONSTRUCTION INC	COM	387328107	12,547	197,815	SH		SOLE		0	0	197,815
GREAT PLAINS ENERGY INC	COM	391164100	9,162	284,178	SH		SOLE		0	0	284,178
HARDINGE INC	COM	412324303	3,115	178,837	SH		SOLE		0	0	178,837
HEWLETT PACKARD ENTERPRISE CO	COM	42824C109	195	13,600	SH		SOLE		0	0	13,600
HONEYWELL INTERNATIONAL INC	COM	438516106	8,680	56,597	SH		SOLE		0	0	56,597
IDACORP INC	COM	451107106	4,318	47,264	SH		SOLE		0	0	47,264
II-VI INC	COM	902104108	507	10,800	SH		SOLE		0	0	10,800
INGERSOLL-RAND PLC	COM	G47791101	8,880	99,566	SH		SOLE		0	0	99,566
INTEL CORP	COM	458140100	15,339	332,305	SH		SOLE		0	0	332,305
INTERNATIONAL BUSINESS MACHINE	COM	459200101	10,285	67,038	SH		SOLE		0	0	67,038
JOHNSON & JOHNSON	COM	478160104	25,878	185,211	SH		SOLE		0	0	185,211
JOHNSON CONTROLS INTERNATIONAL	COM	G51502105	295	7,731	SH		SOLE		0	0	7,731
LABORATORY CORPORATION OF AMER	COM	50540R409	445	2,792	SH		SOLE		0	0	2,792
LANDEC CORP	COM	514766104	4,518	358,559	SH		SOLE		0	0	358,559
LINDSAY CORP	COM	535555106	10,646	120,706	SH		SOLE		0	0	120,706
MANHATTAN SCIENTIFICS INC	COM	563122100	3	145,000	SH		SOLE		0	0	145,000
MCDONALD'S CORP	COM	580135101	265	1,540	SH		SOLE		0	0	1,540
MDU RESOURCES GROUP INC	COM	552690109	7,459	277,491	SH		SOLE		0	0	277,491
MERCK & CO INC	COM	58933Y105	11,489	204,168	SH		SOLE		0	0	204,168
MICRON TECHNOLOGY INC	COM	595112103	354	8,600	SH		SOLE		0	0	8,600
MICROSOFT CORP	COM	594918104	8,807	102,955	SH		SOLE		0	0	102,955
MONSANTO CO	COM	61166W101	385	3,300	SH		SOLE		0	0	3,300
MOSAIC CO	COM	61945C103	1,663	64,800	SH		SOLE		0	0	64,800
NEW YORK COMMUNITY BANCORP INC	COM	649445103	4,263	327,425	SH		SOLE		0	0	327,425
NEXTERA ENERGY INC	COM	65339F101	6,646	42,553	SH		SOLE		0	0	42,553
OCLARO INC	COM	67555N206	220	32,600	SH		SOLE		0	0	32,600
OGE ENERGY CORP	COM	670837103	8,288	251,834	SH		SOLE		0	0	251,834
ORBOTECH LTD	COM	M75253100	3,488	69,417	SH		SOLE		0	0	69,417
PAYCHEX INC	COM	704326107	260	3,825	SH		SOLE		0	0	3,825
PEPSICO INC	COM	713448108	495	4,129	SH		SOLE		0	0	4,129
PFIZER INC	COM	717081103	16,426	453,502	SH		SOLE		0	0	453,502
PHILLIPS 66	COM	718546104	464	4,585	SH		SOLE		0	0	4,585
PPL CORP	COM	69351T106	241	7,800	SH		SOLE		0	0	7,800
PROCTER & GAMBLE CO	COM	742718109	460	5,010	SH		SOLE		0	0	5,010
PUBLIC SERVICE ENTERPRISE GROU	COM	744573106	3,106	60,310	SH		SOLE		0	0	60,310
QUEST DIAGNOSTICS INC	COM	74834L100	4,764	48,369	SH		SOLE		0	0	48,369
QUINTILES IMS HOLDINGS	COM	46266C105	352	3,600	SH		SOLE		0	0	3,600
REGENERON PHARMACEUTICALS INC	COM	75886F107	338	900	SH		SOLE		0	0	900
ROYAL DUTCH SHELL PLC	COM	780259206	420	6,293	SH		SOLE		0	0	6,293
SCHLUMBERGER NV	COM	806857108	16,722	248,143	SH		SOLE		0	0	248,143
SHERWIN-WILLIAMS CO	COM	824348106	233	569	SH		SOLE		0	0	569
SIGNATURE BANK	COM	82669G104	2,553	18,602	SH		SOLE		0	0	18,602
SKANSKA AB-B SHS SKSBF	COM	001192671	265	12,800	SH		SOLE		0	0	12,800
SWISS HELVETIA FUND INC	COM	870875101	3,220	252,345	SH		SOLE		0	0	252,345
TE CONNECTIVITY LTD	COM	H84989104	9,351	98,393	SH		SOLE		0	0	98,393
THERMO FISHER SCIENTIFIC INC	COM	883556102	4,798	25,266	SH		SOLE		0	0	25,266
TUTOR PERINI CORP	COM	901109108	2,967	117,061	SH		SOLE		0	0	117,061
VIAVI SOLUTIONS INC	COM	925550105	1,972	225,600	SH		SOLE		0	0	225,600
WAL-MART STORES INC	COM	931142103	1,113	11,267	SH		SOLE		0	0	11,267
WALT DISNEY CO	COM	254687106	398	3,706	SH		SOLE		0	0	3,706
WATTS WATER TECHNOLOGIES INC	COM	942749102	8,531	112,324	SH		SOLE		0	0	112,324
XEROX CORP	COM	984121608	1,911	65,555	SH		SOLE		0	0	65,555
ZIMMER BIOMET HOLDINGS INC	COM	98956P102	1,336	11,074	SH		SOLE		0	0	11,074
ROYAL HAWAIIAN ORCHARDS LP	LTD	78028T100	521	239,917	SH		SOLE		0	0	239,917
NOVARTIS AG	ADR	66987V109	13,297	158,368	SH		SOLE		0	0	158,368
TAIWAN SEMICONDUCTOR MANUFACTU	ADR	874039100	420	10,600	SH		SOLE		0	0	10,600
FRST TRST ISE GLB WND ENG INX	ETF	33736G106	209	15,800	SH		SOLE		0	0	15,800
GUGGENHEIM S&P GLOBAL WATER ID	ETF	18383Q507	6,076	170,966	SH		SOLE		0	0	170,966
ISHARES CORE US AGGREGATE BOND	ETF	464287226	1,413	12,924	SH		SOLE		0	0	12,924
ISHARES MSCI AUSTRALIA ETF	ETF	464286103	2,495	107,700	SH		SOLE		0	0	107,700
ISHARES MSCI CANADA ETF	ETF	464286509	3,886	131,091	SH		SOLE		0	0	131,091
ISHARES MSCI EMERGING MARKETS	ETF	464287234	265	5,625	SH		SOLE		0	0	5,625
ISHARES MSCI SINGAPORE ETF	ETF	46434G780	3,581	138,120	SH		SOLE		0	0	138,120
ISHR EDG MSCI MIN VOL EMG MKT	ETF	464286533	5,790	95,297	SH		SOLE		0	0	95,297
POWERSHARES WILDER CLEAN ENERG	ETF	73935X112	1,298	51,170	SH		SOLE		0	0	51,170
SELECT SECTOR UTI SELECT SPDR	ETF	81369Y886	527	10,000	SH		SOLE		0	0	10,000
SPDR S&P BIOTECH ETF	ETF	78464A870	216	2,550	SH		SOLE		0	0	2,550
SPDR S&P REGIONAL BANKING ETF	ETF	78464A698	759	12,900	SH		SOLE		0	0	12,900
VANGUARD S&P 500 ETF	ETF	922908363	627	2,557	SH		SOLE		0	0	2,557
VANGUARD SHORT-TERM BOND ETF	ETF	921937827	1,025	12,963	SH		SOLE		0	0	12,963
TORTOISE ENERGY INFRASTRUCTURE	CEF	89147L100	4,061	139,657	SH		SOLE		0	0	139,657